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# The Verification Stack
## Three of the stack’s 50 mechanisms fail if a chip gives up its key. Published attacks have extracted identity or attestation keys from four families of security hardware; for NVIDIA’s data-centre GPUs, a search on 7 October 2026 found no published extraction.

The stack’s 50 mechanisms in seven layers, from physical integrity at the bottom to institutional checks at the top. Factory key provisioning, set in italic, is an assumption the standards record.The stack’s 50 mechanisms in seven layers, from physical integrity at the bottom to institutional checks at the top. Factory key provisioning, drawn dotted, is an assumption the standards record. Select any box to read it in the card.Tap any square to read it below.

Assume this failsNone: the stack intactChallenge inspection · none failChip consolidation · none failChip registry · 11 failContainment and surveillance · none failDeclarations and inventories · none failEnd-use checks · none failKYC for compute providers · none failNational technical means · none failOn-site inspection · none failPersonnel interviews · none failPersonnel monitoring · none failProduction monitoring · none failSampled chip inspection · 9 failTraining-run declarations · 2 failTransfer reporting · 12 failWhistleblower programmes · none failAnalog-sensor accounting · none failCapture-and-commit records · 1 failsModel evaluations · none failNetwork taps · none failNeutral data centre · 1 failsOther location methods · none failProof-of-training · none failProvider-side accounting · none failVendor fleet telemetry · none failWorkload classification · 1 failsWorkload re-execution · none failZero-knowledge proofs · none failDelay-based location · none failInterconnect limits · none failOffline licensing · 1 failsOn-chip compute metering · 2 failOperating limits · none failRemote disable · none failUnilateral backdoor · none failVerified shutdown · none failWeight-snapshot logging · none failChip serial numbers · 12 failHardware fingerprinting · none failRemote attestation · 1 failsWorkload attestation · none failConfidential computing · none failGuarantee processor · none failMulti-party authorisation · none failOn-chip rule enforcement · none failFactory key provisioning · 4 failHardware identity key · 3 failHardware integrity checks · 1 failsHardware root of trust · 7 failTamper evidence · 8 failTamper response · 1 fails

-   Shipping or in practice today
-   Demonstrated
-   Proposed
-   Argued against
-   _Italic_: an assumptionAn assumption
-   Assumed to fail
-   Fails with it
-   Dependency, pointing to the part that needs it
-   Dependency, pointing to the part stronger with it
-   The failure’s path
-   The part in the card

Draw all 39 dependencies

If Hardware identity key fails, these fail with it:

1.  Remote attestation needs it, 4 of the 35 documents that state how mechanisms relate Quotes
2.  Workload attestation needs it, 2 of the 35 documents Quotes
3.  Delay-based location needs it, 9 of the 35 documents Quotes

A dependency is one mechanism needing another, or stronger with it.

Count a dependency when it is stated in

Any document 197 dependencies · 30 mechanisms fail2 or more documents 39 dependencies · 3 mechanisms fail3 or more documents 19 dependencies · 2 mechanisms fail

At this setting, 39 dependencies count; 158 stated by one document do not. Never counted: 109 stated for one design only and 62 that Scrutica inferred.

Restore the stack

Silicon root of trust · shipping in hardware today

#### Hardware identity key

Assumed to fail. In 2 or more documents, three mechanisms need it; it needs two others and is stronger with one.

These fail with it

1.  Remote attestation needs it, 4 of the 35 documents that state how mechanisms relate Quotes
2.  Workload attestation needs it, 2 of the 35 documents Quotes
3.  Delay-based location needs it, 9 of the 35 documents Quotes

A dependency is one mechanism needing another, or stronger with it.

Count a dependency when it is stated in

Any document 197 dependencies · 30 mechanisms fail2 or more documents 39 dependencies · 3 mechanisms fail3 or more documents 19 dependencies · 2 mechanisms fail

At this setting, 39 dependencies count; 158 stated by one document do not. Never counted: 109 stated for one design only and 62 that Scrutica inferred.

Restore the stack

A secret cryptographic key held inside the chip (fused or stored at manufacture) that lets the chip sign challenges, so a remote party can tell that a message really comes from that physical chip. Its value depends on the key staying unextractable.

> A device-specific public and private key pair are created on the device, ideally using a dedicated security module. The public key is shared externally.

[Aarne et al. 2024, p. 14](https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=17)

It needs

-   Factory key provisioning, 2 of the 35 documents that state how mechanisms relate Quotes
-   Hardware root of trust, 2 of the 35 documents and 2 more that imply it (Scrutica’s reading; not counted) Quotes
-   Is stronger with Tamper response, 3 of the 35 documents Quotes

Needed by

the three listed above.

More dependencies and other relations (18)

Not counted at this setting

-   Is needed by Confidential computing, 1 of the 35 documents Quote
-   Strengthens Hardware root of trust, 1 of the 35 documents Quote
-   Is needed by Workload classification, 1 of the 35 documents Quote
-   Is needed by Interconnect limits, 4 of the 35 documents say it holds for one design only (not counted) Quotes
-   Is stronger with Tamper evidence, 2 of the 35 documents say it holds for one design only (not counted) Quotes
-   Is needed by Offline licensing, 3 of the 35 documents, none counted: 1 that says it holds for one design only and 2 that imply it (Scrutica’s reading) Quote
-   Is needed by Chip registry, 1 of the 35 documents says it holds for one design only (not counted) Quote
-   Is needed by Declarations and inventories, 1 of the 35 documents says it holds for one design only (not counted) Quote
-   Strengthens Declarations and inventories, 1 of the 35 documents says it holds for one design only (not counted) Quote
-   Is needed by On-chip compute metering, 1 of the 35 documents says it holds for one design only (not counted) Quote
-   Is needed by Weight-snapshot logging, 1 of the 35 documents says it holds for one design only (not counted) Quote
-   Is needed by Hardware root of trust, 1 of the 35 documents implies it (Scrutica’s reading; not counted)
-   Is needed by On-site inspection, 1 of the 35 documents implies it (Scrutica’s reading; not counted)
-   Strengthens Workload attestation, 1 of the 35 documents implies it (Scrutica’s reading; not counted)

Other relations

-   Can be replaced by Chip serial numbers, 1 of the 35 documents Quote
-   Enables Weight-snapshot logging, 1 of the 35 documents Quote
-   Can be replaced by Hardware fingerprinting, 1 of the 35 documents Quote
-   Weakens Delay-based location, 1 of the 35 documents implies it (Scrutica’s reading; not counted)

Eleven verified published results break it; three more, partly verified, claim to; one more recovered part of an identity key.

Show them on the attack recordResults not counted (4)

Partly verified: Intel CSME boot-ROM IOMMU window, SGX.Fail and Intel SGX Fuse Key0 extraction on Gemini Lake.

Part of an identity key only: Google Project Zero / Google Cloud security review of the AMD Secure Processor.

Of the 35, 13 propose it, 1 argues against relying on it for location checks and 4 discuss it; 9 of the 14 reports charted below take a position.

The documents, by position (18)

Proposed in Aarne et al. 2024, Brass and Aarne 2024, Brass 2025, Petrie et al. 2025, Petrie and Aarne 2025, Baker et al. 2025, Scher and Thiergart 2024, Shavit 2023, Petrie 2024, O’Gara et al. 2025, Feldgoise et al. 2026, Avellar and Grunewald 2026 and Rahman and Tajdari 2026.

Argued against relying on it for location checks in Tee and Happel 2026.

Discussed in Kulp et al. 2024, Harack et al. 2025, Heim et al. 2024 and Cankaya 2026.

Quotations (7)

It establishes

> Cryptographic proof of identity, which is used to verify that the replies the landmarks are getting are actually coming from the real asset.

[Brass and Aarne 2024, p. 17](https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=18)

It leaves open

> While it is difficult to be confident, existing chips are likely insecure: they do not appear to have undergone extremely rigorous testing, and the threat model assumed in this report is that of the most capable nation-state actors.

[Scher and Thiergart 2024, p. 16](https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=16)

Why ‘shipping in hardware today’

> This device-unique private Identity Key (IK) is burned into fuses of each H100; the public key is retained, but all copies of these private keys are destroyed during the manufacturing process.

[NVIDIA, Confidential Compute on NVIDIA Hopper H100 (WP-11459-001 v1.0), p. 22](https://images.nvidia.com/aem-dam/en-zz/Solutions/data-center/HCC-Whitepaper-v1.0.pdf#page=22)

Statements about different attackers

Are today’s chips secure enough to host governance mechanisms?

Against physical attacks repeated across thousands of chips

> Public documentation suggests that NVIDIA’s H100 AI chip already has these security features

[Petrie 2024, PDF p. 1](https://arxiv.org/pdf/2404.18308v2#page=1)

> Without additional hardware modifications, the system is susceptible to physical hardware attacks. However, these attacks might require expensive equipment and could be difficult to reliably apply to thousands of AI chips.

[Petrie 2024, PDF p. 1](https://arxiv.org/pdf/2404.18308v2#page=1)

Against the most capable nation-state actors, or sophisticated physical attacks

[Scher and Thiergart 2024, p. 16](https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=16) (quoted under ‘It leaves open’)

> Note in particular that the implementation on NVIDIA’s Hopper chips is not intended to be robust against sophisticated physical attacks.

[Harack et al. 2025, p. 50](https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=51)

Terms recorded for it in the documents (4)

-   device-specific public and private key pair
-   Unique secret keys
-   a chip’s private key
-   a private key for the chip

The [hardware register](https://scrutica.com/verification/hardware) records which accelerators document an identity key.

Each column is a report, by year; each row a mechanism; each mark is the report’s position and opens the page that states it. Select a mechanism’s name to list its positions with their pages.Columns are reports, by year; rows are mechanisms. Select a row to list its positions with their pages.

-   Proposes
-   Discusses
-   Mentions in passing
-   Argues against
-   Proposes, with an objection in the same report
-   Hardware identity key, selected on the stack

flexHEG I–III: the three\-part report _Flexible Hardware-Enabled Guarantees for AI Compute_ (2025)

Kulp et al. 2024, on what it proposes ([p. 58](https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69)): “We do not have sufficient confidence in HEM based solutions to recommend them for use, but we are confident that the topic warrants further research.”

<table class="v-stack-matrix"><caption class="sr-only">Positions of 14 reports on the 50 mechanisms, each linked to the page that states it</caption><colgroup><col class="v-stack-mx-c-name"><col><col><col><col><col><col><col><col><col><col><col><col><col><col></colgroup><thead><tr class="v-stack-mx-heads"><th scope="col" rowspan="2" class="v-stack-mx-corner">Mechanism</th><th scope="col" class="v-stack-matrix-col" title="Shavit 2023"><span class="sr-only">Shavit 2023</span></th><th scope="col" class="v-stack-matrix-col" title="Fist and Grunewald 2023"><span class="sr-only">Fist and Grunewald 2023</span></th><th scope="col" class="v-stack-matrix-col" title="Egan and Heim 2023"><span class="sr-only">Egan and Heim 2023</span></th><th scope="col" class="v-stack-matrix-col" title="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58" data-reserved=""><span class="sr-only">Kulp et al. 2024</span></th><th scope="col" class="v-stack-matrix-col" title="Aarne et al. 2024"><span class="sr-only">Aarne et al. 2024</span></th><th scope="col" class="v-stack-matrix-col" title="Sastry et al. 2024"><span class="sr-only">Sastry et al. 2024</span></th><th scope="col" class="v-stack-matrix-col" title="Heim et al. 2024"><span class="sr-only">Heim et al. 2024</span></th><th scope="col" class="v-stack-matrix-col" title="Brass and Aarne 2024"><span class="sr-only">Brass and Aarne 2024</span></th><th scope="col" class="v-stack-matrix-col" title="Scher and Thiergart 2024"><span class="sr-only">Scher and Thiergart 2024</span></th><th scope="col" class="v-stack-matrix-col" title="flexHEG I–III, 2025"><span class="sr-only">flexHEG I–III, 2025</span></th><th scope="col" class="v-stack-matrix-col" title="Kulp et al. 2025"><span class="sr-only">Kulp et al. 2025</span></th><th scope="col" class="v-stack-matrix-col" title="Harack et al. 2025"><span class="sr-only">Harack et al. 2025</span></th><th scope="col" class="v-stack-matrix-col" title="Baker et al. 2025"><span class="sr-only">Baker et al. 2025</span></th><th scope="col" class="v-stack-matrix-col" title="Scher et al. 2026a"><span class="sr-only">Scher et al. 2026a</span></th></tr></thead><tbody><tr class="v-stack-matrix-band"><th scope="colgroup" colspan="15"><span class="v-stack-matrix-band-label">Physical integrity</span></th></tr><tr class="v-stack-mx-row"><th scope="row">Tamper evidence<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-tamper_evidence" aria-expanded="false" aria-label="Tamper evidence: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=7" aria-label="Shavit 2023 proposes tamper evidence, p. 7" title="Shavit 2023 proposes tamper evidence, p. 7"><span class="v-stack-loc">p. 7</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Fist and Grunewald 2023"><a href="https://www.cnas.org/publications/reports/preventing-ai-chip-smuggling-to-china" aria-label="Fist and Grunewald 2023 proposes tamper evidence, Technical annex" title="Fist and Grunewald 2023 proposes tamper evidence, Technical annex"><span class="v-stack-loc">Technical annex</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=9" aria-label="Kulp et al. 2024 proposes tamper evidence, p. ix, though it does not recommend HEM-based solutions for use, p. 58" title="Kulp et al. 2024 proposes tamper evidence, p. ix, though it does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. ix</span></a><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69" class="v-stack-cell-res" aria-label="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=5" aria-label="Aarne et al. 2024 proposes tamper evidence, p. 2" title="Aarne et al. 2024 proposes tamper evidence, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=40" aria-label="Sastry et al. 2024 mentions tamper evidence in passing, p. 39" title="Sastry et al. 2024 mentions tamper evidence in passing, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=69" aria-label="Scher and Thiergart 2024 proposes tamper evidence, p. 69" title="Scher and Thiergart 2024 proposes tamper evidence, p. 69"><span class="v-stack-loc">p. 69</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=19" aria-label="flexHEG Part I (Petrie et al. 2025) proposes tamper evidence, p. 19" title="flexHEG Part I (Petrie et al. 2025) proposes tamper evidence, p. 19"><span class="v-stack-loc">I, p. 19</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=22" aria-label="Kulp et al. 2025 mentions tamper evidence in passing, p. 12" title="Kulp et al. 2025 mentions tamper evidence in passing, p. 12"><span class="v-stack-loc">p. 12</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=61" aria-label="Harack et al. 2025 discusses tamper evidence, p. 60" title="Harack et al. 2025 discusses tamper evidence, p. 60"><span class="v-stack-loc">p. 60</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=20" aria-label="Baker et al. 2025 proposes tamper evidence, p. 20" title="Baker et al. 2025 proposes tamper evidence, p. 20"><span class="v-stack-loc">p. 20</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Tamper response<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-tamper_responsive_enclosure" aria-expanded="false" aria-label="Tamper response: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=42" aria-label="Kulp et al. 2024 proposes tamper response, p. 31, though it does not recommend HEM-based solutions for use, p. 58" title="Kulp et al. 2024 proposes tamper response, p. 31, though it does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 31</span></a><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69" class="v-stack-cell-res" aria-label="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=5" aria-label="Aarne et al. 2024 proposes tamper response, p. 2" title="Aarne et al. 2024 proposes tamper response, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=6" aria-label="Scher and Thiergart 2024 proposes tamper response, p. 6" title="Scher and Thiergart 2024 proposes tamper response, p. 6"><span class="v-stack-loc">p. 6</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=7" aria-label="flexHEG Part I (Petrie et al. 2025) proposes tamper response, p. 7" title="flexHEG Part I (Petrie et al. 2025) proposes tamper response, p. 7"><span class="v-stack-loc">I, p. 7</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=158" aria-label="Harack et al. 2025 discusses tamper response, p. 157" title="Harack et al. 2025 discusses tamper response, p. 157"><span class="v-stack-loc">p. 157</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=6" aria-label="Baker et al. 2025 proposes tamper response, p. 6" title="Baker et al. 2025 proposes tamper response, p. 6"><span class="v-stack-loc">p. 6</span></a></td><td data-empty=""></td></tr></tbody><tbody><tr class="v-stack-matrix-band"><th scope="colgroup" colspan="15"><span class="v-stack-matrix-band-label">Silicon root of trust</span></th></tr><tr class="v-stack-mx-row"><th scope="row" data-selected="true">Hardware identity key<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-device_identity_key" aria-expanded="false" aria-label="Hardware identity key: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=9" aria-label="Shavit 2023 proposes hardware identity key, p. 9" title="Shavit 2023 proposes hardware identity key, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=30" aria-label="Kulp et al. 2024 discusses hardware identity key, p. 19" title="Kulp et al. 2024 discusses hardware identity key, p. 19"><span class="v-stack-loc">p. 19</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=17" aria-label="Aarne et al. 2024 proposes hardware identity key, p. 14" title="Aarne et al. 2024 proposes hardware identity key, p. 14"><span class="v-stack-loc">p. 14</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=30" aria-label="Heim et al. 2024 discusses hardware identity key, p. 30" title="Heim et al. 2024 discusses hardware identity key, p. 30"><span class="v-stack-loc">p. 30</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=18" aria-label="Brass and Aarne 2024 proposes hardware identity key, p. 17" title="Brass and Aarne 2024 proposes hardware identity key, p. 17"><span class="v-stack-loc">p. 17</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=69" aria-label="Scher and Thiergart 2024 proposes hardware identity key, p. 69" title="Scher and Thiergart 2024 proposes hardware identity key, p. 69"><span class="v-stack-loc">p. 69</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=7" aria-label="flexHEG Part I (Petrie et al. 2025) proposes hardware identity key, p. 7" title="flexHEG Part I (Petrie et al. 2025) proposes hardware identity key, p. 7"><span class="v-stack-loc">I, p. 7</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=43" aria-label="Harack et al. 2025 discusses hardware identity key, p. 42" title="Harack et al. 2025 discusses hardware identity key, p. 42"><span class="v-stack-loc">p. 42</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=20" aria-label="Baker et al. 2025 proposes hardware identity key, p. 20" title="Baker et al. 2025 proposes hardware identity key, p. 20"><span class="v-stack-loc">p. 20</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Hardware integrity checks<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-hardware_integrity_verification" aria-expanded="false" aria-label="Hardware integrity checks: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=17" aria-label="Scher and Thiergart 2024 proposes hardware integrity checks, p. 17" title="Scher and Thiergart 2024 proposes hardware integrity checks, p. 17"><span class="v-stack-loc">p. 17</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=6" aria-label="flexHEG Part I (Petrie et al. 2025) proposes hardware integrity checks, p. 6" title="flexHEG Part I (Petrie et al. 2025) proposes hardware integrity checks, p. 6"><span class="v-stack-loc">I, p. 6</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=16" aria-label="Harack et al. 2025 proposes hardware integrity checks, p. 15" title="Harack et al. 2025 proposes hardware integrity checks, p. 15"><span class="v-stack-loc">p. 15</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=6" aria-label="Baker et al. 2025 proposes hardware integrity checks, p. 6" title="Baker et al. 2025 proposes hardware integrity checks, p. 6"><span class="v-stack-loc">p. 6</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Hardware root of trust<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-hardware_root_of_trust" aria-expanded="false" aria-label="Hardware root of trust: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=13" aria-label="Shavit 2023 proposes hardware root of trust, p. 13" title="Shavit 2023 proposes hardware root of trust, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=31" aria-label="Kulp et al. 2024 proposes hardware root of trust, p. 20, though it does not recommend HEM-based solutions for use, p. 58" title="Kulp et al. 2024 proposes hardware root of trust, p. 20, though it does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 20</span></a><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69" class="v-stack-cell-res" aria-label="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=6" aria-label="Aarne et al. 2024 proposes hardware root of trust, p. 3" title="Aarne et al. 2024 proposes hardware root of trust, p. 3"><span class="v-stack-loc">p. 3</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=58" aria-label="Sastry et al. 2024 mentions hardware root of trust in passing, p. 57" title="Sastry et al. 2024 mentions hardware root of trust in passing, p. 57"><span class="v-stack-loc">p. 57</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/Location-Verification-two-pager-68r3.pdf#page=3" aria-label="Brass and Aarne 2024 proposes hardware root of trust, 2025 brief, p. 3" title="Brass and Aarne 2024 proposes hardware root of trust, 2025 brief, p. 3"><span class="v-stack-loc">2025 brief, p. 3</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=68" aria-label="Scher and Thiergart 2024 proposes hardware root of trust, p. 68" title="Scher and Thiergart 2024 proposes hardware root of trust, p. 68"><span class="v-stack-loc">p. 68</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=41" aria-label="flexHEG Part II (Petrie and Aarne 2025) proposes hardware root of trust, p. 41" title="flexHEG Part II (Petrie and Aarne 2025) proposes hardware root of trust, p. 41"><span class="v-stack-loc">II, p. 41</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=50" aria-label="Harack et al. 2025 proposes hardware root of trust, p. 49" title="Harack et al. 2025 proposes hardware root of trust, p. 49"><span class="v-stack-loc">p. 49</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=3" aria-label="Baker et al. 2025 proposes hardware root of trust, p. 3" title="Baker et al. 2025 proposes hardware root of trust, p. 3"><span class="v-stack-loc">p. 3</span></a></td><td data-empty=""></td></tr></tbody><tbody><tr class="v-stack-matrix-band"><th scope="colgroup" colspan="15"><span class="v-stack-matrix-band-label">Firmware integrity</span></th></tr><tr class="v-stack-mx-row"><th scope="row">Confidential computing<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-confidential_computing_verification" aria-expanded="false" aria-label="Confidential computing: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="mentions" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=13" aria-label="Shavit 2023 mentions confidential computing in passing, p. 13" title="Shavit 2023 mentions confidential computing in passing, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Egan and Heim 2023"><a href="https://arxiv.org/pdf/2310.13625v1#page=13" aria-label="Egan and Heim 2023 mentions confidential computing in passing, p. 13" title="Egan and Heim 2023 mentions confidential computing in passing, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=30" aria-label="Kulp et al. 2024 discusses confidential computing, p. 19" title="Kulp et al. 2024 discusses confidential computing, p. 19"><span class="v-stack-loc">p. 19</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=5" aria-label="Aarne et al. 2024 proposes confidential computing, p. 2" title="Aarne et al. 2024 proposes confidential computing, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=30" aria-label="Heim et al. 2024 proposes confidential computing, p. 30" title="Heim et al. 2024 proposes confidential computing, p. 30"><span class="v-stack-loc">p. 30</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=21" aria-label="Brass and Aarne 2024 mentions confidential computing in passing, p. 20" title="Brass and Aarne 2024 mentions confidential computing in passing, p. 20"><span class="v-stack-loc">p. 20</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=6" aria-label="Scher and Thiergart 2024 proposes confidential computing, p. 6" title="Scher and Thiergart 2024 proposes confidential computing, p. 6"><span class="v-stack-loc">p. 6</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=18" aria-label="flexHEG Part I (Petrie et al. 2025) proposes confidential computing, p. 18" title="flexHEG Part I (Petrie et al. 2025) proposes confidential computing, p. 18"><span class="v-stack-loc">I, p. 18</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=3" aria-label="Harack et al. 2025 proposes confidential computing, p. 2" title="Harack et al. 2025 proposes confidential computing, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=15" aria-label="Baker et al. 2025 proposes confidential computing, p. 15" title="Baker et al. 2025 proposes confidential computing, p. 15"><span class="v-stack-loc">p. 15</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Guarantee processor<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-guarantee_processor_interlock" aria-expanded="false" aria-label="Guarantee processor: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=5" aria-label="Scher and Thiergart 2024 proposes guarantee processor, p. 5" title="Scher and Thiergart 2024 proposes guarantee processor, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=3" aria-label="flexHEG Part I (Petrie et al. 2025) proposes guarantee processor, p. 3" title="flexHEG Part I (Petrie et al. 2025) proposes guarantee processor, p. 3"><span class="v-stack-loc">I, p. 3</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=54" aria-label="Harack et al. 2025 discusses guarantee processor, p. 53" title="Harack et al. 2025 discusses guarantee processor, p. 53"><span class="v-stack-loc">p. 53</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=21" aria-label="Baker et al. 2025 mentions guarantee processor in passing, p. 21" title="Baker et al. 2025 mentions guarantee processor in passing, p. 21"><span class="v-stack-loc">p. 21</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">Multi-party</span> authorisation<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-multiparty_authorization" aria-expanded="false" aria-label="Multi-party authorisation: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=6" aria-label="Sastry et al. 2024 discusses multi-party authorisation, p. 5" title="Sastry et al. 2024 discusses multi-party authorisation, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=3" aria-label="flexHEG Part II (Petrie and Aarne 2025) proposes multi-party authorisation, p. 3" title="flexHEG Part II (Petrie and Aarne 2025) proposes multi-party authorisation, p. 3"><span class="v-stack-loc">II, p. 3</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">On-chip</span> rule enforcement<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-onchip_rule_enforcement" aria-expanded="false" aria-label="On-chip rule enforcement: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=16" aria-label="Aarne et al. 2024 proposes on-chip rule enforcement, p. 13" title="Aarne et al. 2024 proposes on-chip rule enforcement, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=29" aria-label="Scher and Thiergart 2024 proposes on-chip rule enforcement, p. 29" title="Scher and Thiergart 2024 proposes on-chip rule enforcement, p. 29"><span class="v-stack-loc">p. 29</span></a></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=6" aria-label="flexHEG Part II (Petrie and Aarne 2025) proposes on-chip rule enforcement, p. 6; Part I objects to checking compliance with rules fully automatically on-device on p. 24 and to a binding international ruleset on p. 25; Part III objects to targeted enforcement of safety rules on p. 27" title="flexHEG Part II (Petrie and Aarne 2025) proposes on-chip rule enforcement, p. 6; Part I objects to checking compliance with rules fully automatically on-device on p. 24 and to a binding international ruleset on p. 25; Part III objects to targeted enforcement of safety rules on p. 27"><span class="v-stack-loc">II, p. 6</span></a><a href="https://arxiv.org/pdf/2506.15093v1#page=24" class="v-stack-cell-against" aria-label="flexHEG Part I: objects to checking compliance with rules fully automatically on-device, p. 24"><span class="v-stack-loc">I, p. 24</span></a><a href="https://arxiv.org/pdf/2506.15093v1#page=25" class="v-stack-cell-against" aria-label="flexHEG Part I: objects to a binding international ruleset, p. 25"><span class="v-stack-loc">I, p. 25</span></a><a href="https://arxiv.org/pdf/2506.15100v1#page=27" class="v-stack-cell-against" aria-label="flexHEG Part III: objects to targeted enforcement of safety rules, p. 27"><span class="v-stack-loc">III, p. 27</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=13" aria-label="Baker et al. 2025 proposes on-chip rule enforcement, p. 13, and objects to enforcement without adequate restraint on p. 5" title="Baker et al. 2025 proposes on-chip rule enforcement, p. 13, and objects to enforcement without adequate restraint on p. 5"><span class="v-stack-loc">p. 13</span></a><a href="https://arxiv.org/pdf/2507.15916v2#page=5" class="v-stack-cell-against" aria-label="Baker et al. 2025: objects to enforcement without adequate restraint, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td data-empty=""></td></tr></tbody><tbody><tr class="v-stack-matrix-band"><th scope="colgroup" colspan="15"><span class="v-stack-matrix-band-label">Identity and attestation</span></th></tr><tr class="v-stack-mx-row"><th scope="row">Chip serial numbers<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-chip_unique_id" aria-expanded="false" aria-label="Chip serial numbers: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=7" aria-label="Shavit 2023 proposes chip serial numbers, p. 7" title="Shavit 2023 proposes chip serial numbers, p. 7"><span class="v-stack-loc">p. 7</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Fist and Grunewald 2023"><a href="https://www.cnas.org/publications/reports/preventing-ai-chip-smuggling-to-china" aria-label="Fist and Grunewald 2023 proposes chip serial numbers, Technical annex" title="Fist and Grunewald 2023 proposes chip serial numbers, Technical annex"><span class="v-stack-loc">Technical annex</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=55" aria-label="Kulp et al. 2024 proposes chip serial numbers, p. 44, though it does not recommend HEM-based solutions for use, p. 58" title="Kulp et al. 2024 proposes chip serial numbers, p. 44, though it does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 44</span></a><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69" class="v-stack-cell-res" aria-label="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=18" aria-label="Aarne et al. 2024 proposes chip serial numbers, p. 15" title="Aarne et al. 2024 proposes chip serial numbers, p. 15"><span class="v-stack-loc">p. 15</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=40" aria-label="Sastry et al. 2024 discusses chip serial numbers, p. 39" title="Sastry et al. 2024 discusses chip serial numbers, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=8" aria-label="Brass and Aarne 2024 mentions chip serial numbers in passing, p. 7" title="Brass and Aarne 2024 mentions chip serial numbers in passing, p. 7"><span class="v-stack-loc">p. 7</span></a></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=69" aria-label="Scher and Thiergart 2024 proposes chip serial numbers, p. 69, and objects to basic serial numbers on p. 69" title="Scher and Thiergart 2024 proposes chip serial numbers, p. 69, and objects to basic serial numbers on p. 69"><span class="v-stack-loc">p. 69</span></a><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=69" class="v-stack-cell-against" aria-label="Scher and Thiergart 2024: objects to basic serial numbers, p. 69"><span class="v-stack-loc">p. 69</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=25" aria-label="flexHEG Part II (Petrie and Aarne 2025) proposes chip serial numbers, p. 25" title="flexHEG Part II (Petrie and Aarne 2025) proposes chip serial numbers, p. 25"><span class="v-stack-loc">II, p. 25</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=45" aria-label="Harack et al. 2025 discusses chip serial numbers, p. 44" title="Harack et al. 2025 discusses chip serial numbers, p. 44"><span class="v-stack-loc">p. 44</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=26" aria-label="Scher et al. 2026a proposes chip serial numbers, PDF p. 26" title="Scher et al. 2026a proposes chip serial numbers, PDF p. 26"><span class="v-stack-loc">PDF p. 26</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Hardware fingerprinting<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-hardware_fingerprinting" aria-expanded="false" aria-label="Hardware fingerprinting: its positions with their pages"></button></span></th><td class="v-stack-matrix-none" colspan="14">No position in the 14 reports</td></tr><tr class="v-stack-mx-row"><th scope="row">Remote attestation<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-remote_attestation" aria-expanded="false" aria-label="Remote attestation: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=8" aria-label="Shavit 2023 proposes remote attestation, p. 8" title="Shavit 2023 proposes remote attestation, p. 8"><span class="v-stack-loc">p. 8</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=30" aria-label="Kulp et al. 2024 proposes remote attestation, p. 19, though it does not recommend HEM-based solutions for use, p. 58" title="Kulp et al. 2024 proposes remote attestation, p. 19, though it does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 19</span></a><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69" class="v-stack-cell-res" aria-label="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=6" aria-label="Aarne et al. 2024 proposes remote attestation, p. 3" title="Aarne et al. 2024 proposes remote attestation, p. 3"><span class="v-stack-loc">p. 3</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=57" aria-label="Sastry et al. 2024 mentions remote attestation in passing, p. 56" title="Sastry et al. 2024 mentions remote attestation in passing, p. 56"><span class="v-stack-loc">p. 56</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=30" aria-label="Heim et al. 2024 discusses remote attestation, p. 30" title="Heim et al. 2024 discusses remote attestation, p. 30"><span class="v-stack-loc">p. 30</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=8" aria-label="Brass and Aarne 2024 discusses remote attestation, p. 7" title="Brass and Aarne 2024 discusses remote attestation, p. 7"><span class="v-stack-loc">p. 7</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=69" aria-label="Scher and Thiergart 2024 mentions remote attestation in passing, p. 69" title="Scher and Thiergart 2024 mentions remote attestation in passing, p. 69"><span class="v-stack-loc">p. 69</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=19" aria-label="flexHEG Part I (Petrie et al. 2025) proposes remote attestation, p. 19" title="flexHEG Part I (Petrie et al. 2025) proposes remote attestation, p. 19"><span class="v-stack-loc">I, p. 19</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=49" aria-label="Harack et al. 2025 proposes remote attestation, p. 48" title="Harack et al. 2025 proposes remote attestation, p. 48"><span class="v-stack-loc">p. 48</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=21" aria-label="Baker et al. 2025 proposes remote attestation, p. 21" title="Baker et al. 2025 proposes remote attestation, p. 21"><span class="v-stack-loc">p. 21</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=9" aria-label="Scher et al. 2026a discusses remote attestation, PDF p. 9" title="Scher et al. 2026a discusses remote attestation, PDF p. 9"><span class="v-stack-loc">PDF p. 9</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Workload attestation<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-workload_attestation" aria-expanded="false" aria-label="Workload attestation: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=9" aria-label="Shavit 2023 proposes workload attestation, p. 9" title="Shavit 2023 proposes workload attestation, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=58" aria-label="Kulp et al. 2024 discusses workload attestation, p. 47" title="Kulp et al. 2024 discusses workload attestation, p. 47"><span class="v-stack-loc">p. 47</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=13" aria-label="Aarne et al. 2024 proposes workload attestation, p. 10" title="Aarne et al. 2024 proposes workload attestation, p. 10"><span class="v-stack-loc">p. 10</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=42" aria-label="Sastry et al. 2024 discusses workload attestation, p. 41" title="Sastry et al. 2024 discusses workload attestation, p. 41"><span class="v-stack-loc">p. 41</span></a></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=29" aria-label="Heim et al. 2024 proposes workload attestation, p. 29, and objects to giving compute providers direct access to customer code and data on p. 29" title="Heim et al. 2024 proposes workload attestation, p. 29, and objects to giving compute providers direct access to customer code and data on p. 29"><span class="v-stack-loc">p. 29</span></a><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=29" class="v-stack-cell-against" aria-label="Heim et al. 2024: objects to giving compute providers direct access to customer code and data, p. 29"><span class="v-stack-loc">p. 29</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=6" aria-label="Scher and Thiergart 2024 proposes workload attestation, p. 6" title="Scher and Thiergart 2024 proposes workload attestation, p. 6"><span class="v-stack-loc">p. 6</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=19" aria-label="flexHEG Part I (Petrie et al. 2025) proposes workload attestation, p. 19" title="flexHEG Part I (Petrie et al. 2025) proposes workload attestation, p. 19"><span class="v-stack-loc">I, p. 19</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=6" aria-label="Kulp et al. 2025 discusses workload attestation, p. vi" title="Kulp et al. 2025 discusses workload attestation, p. vi"><span class="v-stack-loc">p. vi</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=112" aria-label="Harack et al. 2025 proposes workload attestation, p. 111" title="Harack et al. 2025 proposes workload attestation, p. 111"><span class="v-stack-loc">p. 111</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=4" aria-label="Baker et al. 2025 proposes workload attestation, p. 4" title="Baker et al. 2025 proposes workload attestation, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=23" aria-label="Scher et al. 2026a proposes inspection of training code against a whitelist of approved techniques (workload attestation), PDF p. 23" title="Scher et al. 2026a proposes inspection of training code against a whitelist of approved techniques (workload attestation), PDF p. 23"><span class="v-stack-loc">PDF p. 23</span></a></td></tr></tbody><tbody><tr class="v-stack-matrix-band"><th scope="colgroup" colspan="15"><span class="v-stack-matrix-band-label">On-chip governance</span></th></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">Delay-based</span> location<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-location_verification_delay" aria-expanded="false" aria-label="Delay-based location: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=13" aria-label="Aarne et al. 2024 proposes delay-based location, p. 10" title="Aarne et al. 2024 proposes delay-based location, p. 10"><span class="v-stack-loc">p. 10</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=5" aria-label="Brass and Aarne 2024 proposes delay-based location, p. 4" title="Brass and Aarne 2024 proposes delay-based location, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=4" aria-label="Scher and Thiergart 2024 proposes delay-based location, p. 4" title="Scher and Thiergart 2024 proposes delay-based location, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=19" aria-label="flexHEG Part I (Petrie et al. 2025) proposes delay-based location, p. 19" title="flexHEG Part I (Petrie et al. 2025) proposes delay-based location, p. 19"><span class="v-stack-loc">I, p. 19</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=6" aria-label="Kulp et al. 2025 discusses delay-based location, p. vi" title="Kulp et al. 2025 discusses delay-based location, p. vi"><span class="v-stack-loc">p. vi</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=53" aria-label="Harack et al. 2025 discusses delay-based location, p. 52" title="Harack et al. 2025 discusses delay-based location, p. 52"><span class="v-stack-loc">p. 52</span></a></td><td data-empty=""></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Interconnect limits<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-interconnect_limits" aria-expanded="false" aria-label="Interconnect limits: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="discusses" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=9" aria-label="Shavit 2023 discusses interconnect limits, p. 9" title="Shavit 2023 discusses interconnect limits, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=9" aria-label="Kulp et al. 2024 proposes interconnect limits, p. ix, though it does not recommend HEM-based solutions for use, p. 58" title="Kulp et al. 2024 proposes interconnect limits, p. ix, though it does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. ix</span></a><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69" class="v-stack-cell-res" aria-label="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=13" aria-label="Aarne et al. 2024 proposes interconnect limits, p. 10" title="Aarne et al. 2024 proposes interconnect limits, p. 10"><span class="v-stack-loc">p. 10</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=6" aria-label="Sastry et al. 2024 discusses interconnect limits, p. 5" title="Sastry et al. 2024 discusses interconnect limits, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=10" aria-label="Brass and Aarne 2024 mentions interconnect limits in passing, p. 9" title="Brass and Aarne 2024 mentions interconnect limits in passing, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=5" aria-label="Scher and Thiergart 2024 proposes interconnect limits, p. 5" title="Scher and Thiergart 2024 proposes interconnect limits, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=25" aria-label="flexHEG Part II (Petrie and Aarne 2025) proposes external approval of which chips may exchange data, with optional bandwidth or time limits (interconnect limits), p. 25" title="flexHEG Part II (Petrie and Aarne 2025) proposes external approval of which chips may exchange data, with optional bandwidth or time limits (interconnect limits), p. 25"><span class="v-stack-loc">II, p. 25</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=6" aria-label="Kulp et al. 2025 discusses interconnect limits, p. vi" title="Kulp et al. 2025 discusses interconnect limits, p. vi"><span class="v-stack-loc">p. vi</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=109" aria-label="Harack et al. 2025 discusses interconnect limits, p. 108" title="Harack et al. 2025 discusses interconnect limits, p. 108"><span class="v-stack-loc">p. 108</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=59" aria-label="Baker et al. 2025 mentions interconnect limits in passing, p. 59" title="Baker et al. 2025 mentions interconnect limits in passing, p. 59"><span class="v-stack-loc">p. 59</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=32" aria-label="Scher et al. 2026a proposes interconnect limits, PDF p. 32" title="Scher et al. 2026a proposes interconnect limits, PDF p. 32"><span class="v-stack-loc">PDF p. 32</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Offline licensing<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-offline_licensing" aria-expanded="false" aria-label="Offline licensing: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=8" aria-label="Kulp et al. 2024 proposes offline licensing, p. viii, though it does not recommend HEM-based solutions for use, p. 58" title="Kulp et al. 2024 proposes offline licensing, p. viii, though it does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. viii</span></a><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69" class="v-stack-cell-res" aria-label="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=5" aria-label="Aarne et al. 2024 proposes offline licensing, p. 2" title="Aarne et al. 2024 proposes offline licensing, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=56" aria-label="Sastry et al. 2024 discusses offline licensing, p. 55" title="Sastry et al. 2024 discusses offline licensing, p. 55"><span class="v-stack-loc">p. 55</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=10" aria-label="Brass and Aarne 2024 mentions offline licensing in passing, p. 9" title="Brass and Aarne 2024 mentions offline licensing in passing, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=28" aria-label="Scher and Thiergart 2024 proposes offline licensing, p. 28" title="Scher and Thiergart 2024 proposes offline licensing, p. 28"><span class="v-stack-loc">p. 28</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=38" aria-label="flexHEG Part II (Petrie and Aarne 2025) proposes offline licensing, p. 38" title="flexHEG Part II (Petrie and Aarne 2025) proposes offline licensing, p. 38"><span class="v-stack-loc">II, p. 38</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=6" aria-label="Kulp et al. 2025 discusses offline licensing, p. vi" title="Kulp et al. 2025 discusses offline licensing, p. vi"><span class="v-stack-loc">p. vi</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=109" aria-label="Harack et al. 2025 discusses offline licensing, p. 108" title="Harack et al. 2025 discusses offline licensing, p. 108"><span class="v-stack-loc">p. 108</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=21" aria-label="Baker et al. 2025 proposes offline licensing, p. 21" title="Baker et al. 2025 proposes offline licensing, p. 21"><span class="v-stack-loc">p. 21</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=47" aria-label="Scher et al. 2026a mentions offline licensing in passing, PDF p. 47" title="Scher et al. 2026a mentions offline licensing in passing, PDF p. 47"><span class="v-stack-loc">PDF p. 47</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">On-chip</span> compute metering<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-onchip_compute_metering" aria-expanded="false" aria-label="On-chip compute metering: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=43" aria-label="Kulp et al. 2024 proposes on-chip compute metering, p. 32, though it does not recommend HEM-based solutions for use, p. 58" title="Kulp et al. 2024 proposes on-chip compute metering, p. 32, though it does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 32</span></a><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69" class="v-stack-cell-res" aria-label="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=13" aria-label="Aarne et al. 2024 proposes on-chip compute metering, p. 10" title="Aarne et al. 2024 proposes on-chip compute metering, p. 10"><span class="v-stack-loc">p. 10</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=28" aria-label="Heim et al. 2024 discusses on-chip compute metering, p. 28" title="Heim et al. 2024 discusses on-chip compute metering, p. 28"><span class="v-stack-loc">p. 28</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=28" aria-label="Scher and Thiergart 2024 mentions on-chip compute metering in passing, p. 28" title="Scher and Thiergart 2024 mentions on-chip compute metering in passing, p. 28"><span class="v-stack-loc">p. 28</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=18" aria-label="flexHEG Part I (Petrie et al. 2025) proposes on-chip compute metering, p. 18" title="flexHEG Part I (Petrie et al. 2025) proposes on-chip compute metering, p. 18"><span class="v-stack-loc">I, p. 18</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=19" aria-label="Kulp et al. 2025 mentions on-chip compute metering in passing, p. 9" title="Kulp et al. 2025 mentions on-chip compute metering in passing, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=42" aria-label="Baker et al. 2025 proposes on-chip compute metering, p. 42" title="Baker et al. 2025 proposes on-chip compute metering, p. 42"><span class="v-stack-loc">p. 42</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Operating limits<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-operating_limits" aria-expanded="false" aria-label="Operating limits: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="mentions" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=9" aria-label="Shavit 2023 mentions operating limits in passing, p. 9" title="Shavit 2023 mentions operating limits in passing, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=46" aria-label="Kulp et al. 2024 proposes operating limits, p. 35, though it does not recommend HEM-based solutions for use, p. 58" title="Kulp et al. 2024 proposes operating limits, p. 35, though it does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 35</span></a><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=69" class="v-stack-cell-res" aria-label="Kulp et al. 2024 does not recommend HEM-based solutions for use, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=30" aria-label="Aarne et al. 2024 discusses operating limits, p. 27" title="Aarne et al. 2024 discusses operating limits, p. 27"><span class="v-stack-loc">p. 27</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=55" aria-label="Sastry et al. 2024 discusses operating limits, p. 54" title="Sastry et al. 2024 discusses operating limits, p. 54"><span class="v-stack-loc">p. 54</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=10" aria-label="Brass and Aarne 2024 mentions operating limits in passing, p. 9" title="Brass and Aarne 2024 mentions operating limits in passing, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=25" aria-label="Scher and Thiergart 2024 proposes operating limits, p. 25" title="Scher and Thiergart 2024 proposes operating limits, p. 25"><span class="v-stack-loc">p. 25</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=38" aria-label="flexHEG Part II (Petrie and Aarne 2025) mentions operating limits in passing, p. 38" title="flexHEG Part II (Petrie and Aarne 2025) mentions operating limits in passing, p. 38"><span class="v-stack-loc">II, p. 38</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=21" aria-label="Kulp et al. 2025 discusses operating limits, p. 11" title="Kulp et al. 2025 discusses operating limits, p. 11"><span class="v-stack-loc">p. 11</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=123" aria-label="Harack et al. 2025 discusses operating limits, p. 122" title="Harack et al. 2025 discusses operating limits, p. 122"><span class="v-stack-loc">p. 122</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=32" aria-label="Scher et al. 2026a proposes operating limits, PDF p. 32" title="Scher et al. 2026a proposes operating limits, PDF p. 32"><span class="v-stack-loc">PDF p. 32</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Remote disable<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-remote_disable" aria-expanded="false" aria-label="Remote disable: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=48" aria-label="Kulp et al. 2024 discusses remote disable, p. 37" title="Kulp et al. 2024 discusses remote disable, p. 37"><span class="v-stack-loc">p. 37</span></a></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=12" aria-label="Aarne et al. 2024 proposes remote disable, p. 9, and objects to relying on an active shutdown command that an operator could block on p. 10" title="Aarne et al. 2024 proposes remote disable, p. 9, and objects to relying on an active shutdown command that an operator could block on p. 10"><span class="v-stack-loc">p. 9</span></a><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=13" class="v-stack-cell-against" aria-label="Aarne et al. 2024: objects to relying on an active shutdown command that an operator could block, p. 10"><span class="v-stack-loc">p. 10</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=6" aria-label="Sastry et al. 2024 discusses remote disable, p. 5" title="Sastry et al. 2024 discusses remote disable, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=4" aria-label="Brass and Aarne 2024 mentions remote disable in passing, p. 3" title="Brass and Aarne 2024 mentions remote disable in passing, p. 3"><span class="v-stack-loc">p. 3</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=33" aria-label="flexHEG Part I (Petrie et al. 2025) discusses remote disable, p. 33" title="flexHEG Part I (Petrie et al. 2025) discusses remote disable, p. 33"><span class="v-stack-loc">I, p. 33</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=102" aria-label="Harack et al. 2025 discusses remote disable, p. 101" title="Harack et al. 2025 discusses remote disable, p. 101"><span class="v-stack-loc">p. 101</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=31" aria-label="Scher et al. 2026a proposes remote deactivation by the draft agreement’s Executive Council when compliance cannot be verified (remote disable), PDF p. 31" title="Scher et al. 2026a proposes remote deactivation by the draft agreement’s Executive Council when compliance cannot be verified (remote disable), PDF p. 31"><span class="v-stack-loc">PDF p. 31</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Unilateral backdoor<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-unilateral_backdoor" aria-expanded="false" aria-label="Unilateral backdoor: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="argues_against" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=49" aria-label="Kulp et al. 2024 argues against unilateral backdoor, p. 38" title="Kulp et al. 2024 argues against unilateral backdoor, p. 38"><span class="v-stack-loc">p. 38</span></a></td><td class="v-stack-cell" data-stance="argues_against" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=5" aria-label="Aarne et al. 2024 argues against unilateral backdoor, p. 2" title="Aarne et al. 2024 argues against unilateral backdoor, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Verified shutdown<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-verified_shutdown" aria-expanded="false" aria-label="Verified shutdown: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=25" aria-label="Scher and Thiergart 2024 discusses verified shutdown, p. 25" title="Scher and Thiergart 2024 discusses verified shutdown, p. 25"><span class="v-stack-loc">p. 25</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=34" aria-label="flexHEG Part I (Petrie et al. 2025) discusses verified shutdown, p. 34" title="flexHEG Part I (Petrie et al. 2025) discusses verified shutdown, p. 34"><span class="v-stack-loc">I, p. 34</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=106" aria-label="Harack et al. 2025 mentions verified shutdown in passing, p. 105" title="Harack et al. 2025 mentions verified shutdown in passing, p. 105"><span class="v-stack-loc">p. 105</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=18" aria-label="Baker et al. 2025 discusses verified shutdown, p. 18" title="Baker et al. 2025 discusses verified shutdown, p. 18"><span class="v-stack-loc">p. 18</span></a></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=31" aria-label="Scher et al. 2026a proposes verified shutdown, PDF p. 31, and objects to shutting off all AI chips on PDF p. 34" title="Scher et al. 2026a proposes verified shutdown, PDF p. 31, and objects to shutting off all AI chips on PDF p. 34"><span class="v-stack-loc">PDF p. 31</span></a><a href="https://arxiv.org/pdf/2511.10783v3#page=34" class="v-stack-cell-against" aria-label="Scher et al. 2026a: objects to shutting off all AI chips, PDF p. 34"><span class="v-stack-loc">PDF p. 34</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">Weight-snapshot</span> logging<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-weight_snapshot_logging" aria-expanded="false" aria-label="Weight-snapshot logging: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=1" aria-label="Shavit 2023 proposes weight-snapshot logging, PDF p. 1" title="Shavit 2023 proposes weight-snapshot logging, PDF p. 1"><span class="v-stack-loc">PDF p. 1</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=15" aria-label="Aarne et al. 2024 discusses weight-snapshot logging, p. 12" title="Aarne et al. 2024 discusses weight-snapshot logging, p. 12"><span class="v-stack-loc">p. 12</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=6" aria-label="Scher and Thiergart 2024 proposes weight-snapshot logging, p. 6" title="Scher and Thiergart 2024 proposes weight-snapshot logging, p. 6"><span class="v-stack-loc">p. 6</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=26" aria-label="flexHEG Part I (Petrie et al. 2025) discusses weight-snapshot logging, p. 26" title="flexHEG Part I (Petrie et al. 2025) discusses weight-snapshot logging, p. 26"><span class="v-stack-loc">I, p. 26</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=42" aria-label="Harack et al. 2025 mentions weight-snapshot logging in passing, p. 41" title="Harack et al. 2025 mentions weight-snapshot logging in passing, p. 41"><span class="v-stack-loc">p. 41</span></a></td><td data-empty=""></td><td data-empty=""></td></tr></tbody><tbody><tr class="v-stack-matrix-band"><th scope="colgroup" colspan="15"><span class="v-stack-matrix-band-label">Off-chip and workload checks</span></th></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">Analog-sensor</span> accounting<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-analog_sensor_accounting" aria-expanded="false" aria-label="Analog-sensor accounting: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=27" aria-label="Sastry et al. 2024 mentions analog-sensor accounting in passing, p. 26" title="Sastry et al. 2024 mentions analog-sensor accounting in passing, p. 26"><span class="v-stack-loc">p. 26</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=29" aria-label="Heim et al. 2024 discusses analog-sensor accounting, p. 29" title="Heim et al. 2024 discusses analog-sensor accounting, p. 29"><span class="v-stack-loc">p. 29</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=26" aria-label="Scher and Thiergart 2024 proposes analog-sensor accounting, p. 26" title="Scher and Thiergart 2024 proposes analog-sensor accounting, p. 26"><span class="v-stack-loc">p. 26</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=10" aria-label="flexHEG Part II (Petrie and Aarne 2025) discusses analog-sensor accounting, p. 10" title="flexHEG Part II (Petrie and Aarne 2025) discusses analog-sensor accounting, p. 10"><span class="v-stack-loc">II, p. 10</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=62" aria-label="Harack et al. 2025 proposes analog-sensor accounting, p. 61" title="Harack et al. 2025 proposes analog-sensor accounting, p. 61"><span class="v-stack-loc">p. 61</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=4" aria-label="Baker et al. 2025 proposes analog-sensor accounting, p. 4" title="Baker et al. 2025 proposes analog-sensor accounting, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=31" aria-label="Scher et al. 2026a proposes analog-sensor accounting, PDF p. 31" title="Scher et al. 2026a proposes analog-sensor accounting, PDF p. 31"><span class="v-stack-loc">PDF p. 31</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Capture-and-commit records<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-committed_records" aria-expanded="false" aria-label="Capture-and-commit records: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=9" aria-label="Shavit 2023 proposes capture-and-commit records, p. 9" title="Shavit 2023 proposes capture-and-commit records, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=40" aria-label="Scher and Thiergart 2024 proposes capture-and-commit records, p. 40" title="Scher and Thiergart 2024 proposes capture-and-commit records, p. 40"><span class="v-stack-loc">p. 40</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=34" aria-label="flexHEG Part II (Petrie and Aarne 2025) proposes capture-and-commit records, p. 34" title="flexHEG Part II (Petrie and Aarne 2025) proposes capture-and-commit records, p. 34"><span class="v-stack-loc">II, p. 34</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=14" aria-label="Harack et al. 2025 proposes capture-and-commit records, p. 13" title="Harack et al. 2025 proposes capture-and-commit records, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=57" aria-label="Baker et al. 2025 proposes capture-and-commit records, p. 57" title="Baker et al. 2025 proposes capture-and-commit records, p. 57"><span class="v-stack-loc">p. 57</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Model evaluations<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-model_evaluations" aria-expanded="false" aria-label="Model evaluations: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=39" aria-label="Scher and Thiergart 2024 proposes model evaluations, p. 39" title="Scher and Thiergart 2024 proposes model evaluations, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=18" aria-label="flexHEG Part I (Petrie et al. 2025) proposes model evaluations, p. 18" title="flexHEG Part I (Petrie et al. 2025) proposes model evaluations, p. 18"><span class="v-stack-loc">I, p. 18</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=17" aria-label="Harack et al. 2025 proposes model evaluations, p. 16" title="Harack et al. 2025 proposes model evaluations, p. 16"><span class="v-stack-loc">p. 16</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=26" aria-label="Baker et al. 2025 proposes model evaluations, p. 26" title="Baker et al. 2025 proposes model evaluations, p. 26"><span class="v-stack-loc">p. 26</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=25" aria-label="Scher et al. 2026a proposes model evaluations, PDF p. 25" title="Scher et al. 2026a proposes model evaluations, PDF p. 25"><span class="v-stack-loc">PDF p. 25</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Network taps<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-network_taps" aria-expanded="false" aria-label="Network taps: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=77" aria-label="Scher and Thiergart 2024 mentions network taps in passing, p. 77" title="Scher and Thiergart 2024 mentions network taps in passing, p. 77"><span class="v-stack-loc">p. 77</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=13" aria-label="flexHEG Part II (Petrie and Aarne 2025) discusses network taps, p. 13" title="flexHEG Part II (Petrie and Aarne 2025) discusses network taps, p. 13"><span class="v-stack-loc">II, p. 13</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=15" aria-label="Harack et al. 2025 proposes network taps, p. 14" title="Harack et al. 2025 proposes network taps, p. 14"><span class="v-stack-loc">p. 14</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=3" aria-label="Baker et al. 2025 proposes network taps, p. 3" title="Baker et al. 2025 proposes network taps, p. 3"><span class="v-stack-loc">p. 3</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Neutral data centre<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-neutral_data_centre" aria-expanded="false" aria-label="Neutral data centre: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=12" aria-label="Shavit 2023 proposes neutral data centre, p. 12" title="Shavit 2023 proposes neutral data centre, p. 12"><span class="v-stack-loc">p. 12</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=26" aria-label="Scher and Thiergart 2024 proposes neutral data centre, p. 26" title="Scher and Thiergart 2024 proposes neutral data centre, p. 26"><span class="v-stack-loc">p. 26</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=32" aria-label="flexHEG Part III (Aarne and Petrie 2025) mentions neutral data centre in passing, p. 32" title="flexHEG Part III (Aarne and Petrie 2025) mentions neutral data centre in passing, p. 32"><span class="v-stack-loc">III, p. 32</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=14" aria-label="Harack et al. 2025 proposes neutral data centre, p. 13" title="Harack et al. 2025 proposes neutral data centre, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td data-empty=""></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Other location methods<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-location_verification_other" aria-expanded="false" aria-label="Other location methods: its positions with their pages"></button></span></th><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Fist and Grunewald 2023"><a href="https://www.cnas.org/publications/reports/preventing-ai-chip-smuggling-to-china" aria-label="Fist and Grunewald 2023 proposes a mail-in deadline short enough to show the chips were already in the country (other location methods), Technical annex" title="Fist and Grunewald 2023 proposes a mail-in deadline short enough to show the chips were already in the country (other location methods), Technical annex"><span class="v-stack-loc">Technical annex</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Egan and Heim 2023"><a href="https://arxiv.org/pdf/2310.13625v1#page=12" aria-label="Egan and Heim 2023 mentions other location methods in passing, p. 12" title="Egan and Heim 2023 mentions other location methods in passing, p. 12"><span class="v-stack-loc">p. 12</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=8" aria-label="Aarne et al. 2024 mentions other location methods in passing, p. 5" title="Aarne et al. 2024 mentions other location methods in passing, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=6" aria-label="Brass and Aarne 2024 discusses other location methods, p. 5" title="Brass and Aarne 2024 discusses other location methods, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=71" aria-label="Scher and Thiergart 2024 discusses other location methods, p. 71" title="Scher and Thiergart 2024 discusses other location methods, p. 71"><span class="v-stack-loc">p. 71</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=48" aria-label="Scher et al. 2026a proposes other location methods, PDF p. 48" title="Scher et al. 2026a proposes other location methods, PDF p. 48"><span class="v-stack-loc">PDF p. 48</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">Proof-of-training</span><span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-proof_of_training" aria-expanded="false" aria-label="Proof-of-training: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=1" aria-label="Shavit 2023 proposes proof-of-training, PDF p. 1" title="Shavit 2023 proposes proof-of-training, PDF p. 1"><span class="v-stack-loc">PDF p. 1</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Egan and Heim 2023"><a href="https://arxiv.org/pdf/2310.13625v1#page=20" aria-label="Egan and Heim 2023 mentions proof-of-training in passing, p. 20" title="Egan and Heim 2023 mentions proof-of-training in passing, p. 20"><span class="v-stack-loc">p. 20</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=58" aria-label="Kulp et al. 2024 mentions proof-of-training in passing, p. 47" title="Kulp et al. 2024 mentions proof-of-training in passing, p. 47"><span class="v-stack-loc">p. 47</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=19" aria-label="Aarne et al. 2024 discusses proof-of-training, p. 16" title="Aarne et al. 2024 discusses proof-of-training, p. 16"><span class="v-stack-loc">p. 16</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=42" aria-label="Sastry et al. 2024 discusses proof-of-training, p. 41" title="Sastry et al. 2024 discusses proof-of-training, p. 41"><span class="v-stack-loc">p. 41</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=39" aria-label="Heim et al. 2024 discusses proof-of-training, p. 39" title="Heim et al. 2024 discusses proof-of-training, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=85" aria-label="Scher and Thiergart 2024 proposes proof-of-training, p. 85" title="Scher and Thiergart 2024 proposes proof-of-training, p. 85"><span class="v-stack-loc">p. 85</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=28" aria-label="flexHEG Part I (Petrie et al. 2025) discusses proof-of-training, p. 28" title="flexHEG Part I (Petrie et al. 2025) discusses proof-of-training, p. 28"><span class="v-stack-loc">I, p. 28</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=105" aria-label="Harack et al. 2025 proposes proof-of-training, p. 104" title="Harack et al. 2025 proposes proof-of-training, p. 104"><span class="v-stack-loc">p. 104</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=43" aria-label="Baker et al. 2025 discusses proof-of-training, p. 43" title="Baker et al. 2025 discusses proof-of-training, p. 43"><span class="v-stack-loc">p. 43</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">Provider-side</span> accounting<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-provider_compute_accounting" aria-expanded="false" aria-label="Provider-side accounting: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Egan and Heim 2023"><a href="https://arxiv.org/pdf/2310.13625v1#page=3" aria-label="Egan and Heim 2023 proposes provider-side accounting, p. 3" title="Egan and Heim 2023 proposes provider-side accounting, p. 3"><span class="v-stack-loc">p. 3</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=39" aria-label="Sastry et al. 2024 discusses provider-side accounting, p. 38" title="Sastry et al. 2024 discusses provider-side accounting, p. 38"><span class="v-stack-loc">p. 38</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=4" aria-label="Heim et al. 2024 proposes provider-side accounting, p. 4" title="Heim et al. 2024 proposes provider-side accounting, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=5" aria-label="Scher and Thiergart 2024 proposes provider-side accounting, p. 5" title="Scher and Thiergart 2024 proposes provider-side accounting, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=2" aria-label="flexHEG Part II (Petrie and Aarne 2025) discusses provider-side accounting, p. 2" title="flexHEG Part II (Petrie and Aarne 2025) discusses provider-side accounting, p. 2"><span class="v-stack-loc">II, p. 2</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=20" aria-label="Kulp et al. 2025 discusses provider-side accounting, p. 10" title="Kulp et al. 2025 discusses provider-side accounting, p. 10"><span class="v-stack-loc">p. 10</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=65" aria-label="Baker et al. 2025 mentions provider-side accounting in passing, p. 65" title="Baker et al. 2025 mentions provider-side accounting in passing, p. 65"><span class="v-stack-loc">p. 65</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=32" aria-label="Scher et al. 2026a mentions provider-side accounting in passing, PDF p. 32" title="Scher et al. 2026a mentions provider-side accounting in passing, PDF p. 32"><span class="v-stack-loc">PDF p. 32</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Vendor fleet telemetry<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-vendor_fleet_telemetry" aria-expanded="false" aria-label="Vendor fleet telemetry: its positions with their pages"></button></span></th><td class="v-stack-matrix-none" colspan="14">No position in the 14 reports</td></tr><tr class="v-stack-mx-row"><th scope="row">Workload classification<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-workload_classification" aria-expanded="false" aria-label="Workload classification: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="discusses" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=9" aria-label="Shavit 2023 discusses workload classification, p. 9" title="Shavit 2023 discusses workload classification, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Egan and Heim 2023"><a href="https://arxiv.org/pdf/2310.13625v1#page=12" aria-label="Egan and Heim 2023 proposes workload classification, p. 12" title="Egan and Heim 2023 proposes workload classification, p. 12"><span class="v-stack-loc">p. 12</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=48" aria-label="Kulp et al. 2024 discusses workload classification, p. 37" title="Kulp et al. 2024 discusses workload classification, p. 37"><span class="v-stack-loc">p. 37</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=16" aria-label="Aarne et al. 2024 proposes workload classification, p. 13" title="Aarne et al. 2024 proposes workload classification, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=6" aria-label="Sastry et al. 2024 discusses workload classification, p. 5" title="Sastry et al. 2024 discusses workload classification, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=23" aria-label="Heim et al. 2024 proposes workload classification, p. 23" title="Heim et al. 2024 proposes workload classification, p. 23"><span class="v-stack-loc">p. 23</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=26" aria-label="Scher and Thiergart 2024 proposes workload classification, p. 26, and objects to telling workloads apart by their size on p. 93" title="Scher and Thiergart 2024 proposes workload classification, p. 26, and objects to telling workloads apart by their size on p. 93"><span class="v-stack-loc">p. 26</span></a><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=93" class="v-stack-cell-against" aria-label="Scher and Thiergart 2024: objects to telling workloads apart by their size, p. 93"><span class="v-stack-loc">p. 93</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=44" aria-label="flexHEG Part II (Petrie and Aarne 2025) proposes workload classification, p. 44" title="flexHEG Part II (Petrie and Aarne 2025) proposes workload classification, p. 44"><span class="v-stack-loc">II, p. 44</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=19" aria-label="Kulp et al. 2025 discusses workload classification, p. 9" title="Kulp et al. 2025 discusses workload classification, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=33" aria-label="Harack et al. 2025 mentions workload classification in passing, p. 32" title="Harack et al. 2025 mentions workload classification in passing, p. 32"><span class="v-stack-loc">p. 32</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=32" aria-label="Baker et al. 2025 proposes workload classification, p. 32" title="Baker et al. 2025 proposes workload classification, p. 32"><span class="v-stack-loc">p. 32</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=6" aria-label="Scher et al. 2026a proposes workload classification, PDF p. 6" title="Scher et al. 2026a proposes workload classification, PDF p. 6"><span class="v-stack-loc">PDF p. 6</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Workload <span class="v-stack-nobr">re-execution</span><span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-workload_reexecution" aria-expanded="false" aria-label="Workload re-execution: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=22" aria-label="Shavit 2023 proposes workload re-execution, p. 22, and objects to re-running the whole training run on p. 10" title="Shavit 2023 proposes workload re-execution, p. 22, and objects to re-running the whole training run on p. 10"><span class="v-stack-loc">p. 22</span></a><a href="https://arxiv.org/pdf/2303.11341v2#page=10" class="v-stack-cell-against" aria-label="Shavit 2023: objects to re-running the whole training run, p. 10"><span class="v-stack-loc">p. 10</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=38" aria-label="Aarne et al. 2024 mentions workload re-execution in passing, p. 35" title="Aarne et al. 2024 mentions workload re-execution in passing, p. 35"><span class="v-stack-loc">p. 35</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=5" aria-label="Scher and Thiergart 2024 proposes workload re-execution, p. 5" title="Scher and Thiergart 2024 proposes workload re-execution, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=14" aria-label="flexHEG Part II (Petrie and Aarne 2025) proposes workload re-execution, p. 14" title="flexHEG Part II (Petrie and Aarne 2025) proposes workload re-execution, p. 14"><span class="v-stack-loc">II, p. 14</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=119" aria-label="Harack et al. 2025 proposes workload re-execution, p. 118" title="Harack et al. 2025 proposes workload re-execution, p. 118"><span class="v-stack-loc">p. 118</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=26" aria-label="Baker et al. 2025 proposes workload re-execution, p. 26" title="Baker et al. 2025 proposes workload re-execution, p. 26"><span class="v-stack-loc">p. 26</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=31" aria-label="Scher et al. 2026a proposes workload re-execution, PDF p. 31" title="Scher et al. 2026a proposes workload re-execution, PDF p. 31"><span class="v-stack-loc">PDF p. 31</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">Zero-knowledge</span> proofs<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-zero_knowledge_proofs" aria-expanded="false" aria-label="Zero-knowledge proofs: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=22" aria-label="Shavit 2023 proposes zero-knowledge proofs, p. 22, and objects to their cost at the scale of cutting-edge training on p. 4" title="Shavit 2023 proposes zero-knowledge proofs, p. 22, and objects to their cost at the scale of cutting-edge training on p. 4"><span class="v-stack-loc">p. 22</span></a><a href="https://arxiv.org/pdf/2303.11341v2#page=4" class="v-stack-cell-against" aria-label="Shavit 2023: objects to their cost at the scale of cutting-edge training, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=59" aria-label="Sastry et al. 2024 mentions zero-knowledge proofs in passing, p. 58" title="Sastry et al. 2024 mentions zero-knowledge proofs in passing, p. 58"><span class="v-stack-loc">p. 58</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=39" aria-label="Heim et al. 2024 mentions zero-knowledge proofs in passing, p. 39" title="Heim et al. 2024 mentions zero-knowledge proofs in passing, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=116" aria-label="Scher and Thiergart 2024 mentions zero-knowledge proofs in passing, p. 116" title="Scher and Thiergart 2024 mentions zero-knowledge proofs in passing, p. 116"><span class="v-stack-loc">p. 116</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=6" aria-label="flexHEG Part II (Petrie and Aarne 2025) mentions zero-knowledge proofs in passing, p. 6" title="flexHEG Part II (Petrie and Aarne 2025) mentions zero-knowledge proofs in passing, p. 6"><span class="v-stack-loc">II, p. 6</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=81" aria-label="Harack et al. 2025 discusses zero-knowledge proofs, p. 80" title="Harack et al. 2025 discusses zero-knowledge proofs, p. 80"><span class="v-stack-loc">p. 80</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=64" aria-label="Baker et al. 2025 discusses zero-knowledge proofs, p. 64" title="Baker et al. 2025 discusses zero-knowledge proofs, p. 64"><span class="v-stack-loc">p. 64</span></a></td><td data-empty=""></td></tr></tbody><tbody><tr class="v-stack-matrix-band"><th scope="colgroup" colspan="15"><span class="v-stack-matrix-band-label">Institutional checks</span></th></tr><tr class="v-stack-mx-row"><th scope="row">Challenge inspection<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-challenge_inspection" aria-expanded="false" aria-label="Challenge inspection: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=42" aria-label="Harack et al. 2025 discusses challenge inspection, p. 41" title="Harack et al. 2025 discusses challenge inspection, p. 41"><span class="v-stack-loc">p. 41</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=32" aria-label="Baker et al. 2025 proposes challenge inspection, p. 32" title="Baker et al. 2025 proposes challenge inspection, p. 32"><span class="v-stack-loc">p. 32</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=21" aria-label="Scher et al. 2026a proposes challenge inspection, PDF p. 21" title="Scher et al. 2026a proposes challenge inspection, PDF p. 21"><span class="v-stack-loc">PDF p. 21</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Chip consolidation<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-chip_consolidation" aria-expanded="false" aria-label="Chip consolidation: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=42" aria-label="Kulp et al. 2024 mentions chip consolidation in passing, p. 31" title="Kulp et al. 2024 mentions chip consolidation in passing, p. 31"><span class="v-stack-loc">p. 31</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=4" aria-label="Scher and Thiergart 2024 proposes chip consolidation, p. 4" title="Scher and Thiergart 2024 proposes chip consolidation, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=86" aria-label="Harack et al. 2025 discusses chip consolidation, p. 85" title="Harack et al. 2025 discusses chip consolidation, p. 85"><span class="v-stack-loc">p. 85</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=6" aria-label="Scher et al. 2026a proposes chip consolidation, PDF p. 6" title="Scher et al. 2026a proposes chip consolidation, PDF p. 6"><span class="v-stack-loc">PDF p. 6</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Chip registry<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-chip_registry" aria-expanded="false" aria-label="Chip registry: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=6" aria-label="Shavit 2023 proposes chip registry, p. 6" title="Shavit 2023 proposes chip registry, p. 6"><span class="v-stack-loc">p. 6</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Fist and Grunewald 2023"><a href="https://www.cnas.org/publications/reports/preventing-ai-chip-smuggling-to-china" aria-label="Fist and Grunewald 2023 proposes chip registry, Recommendation 1" title="Fist and Grunewald 2023 proposes chip registry, Recommendation 1"><span class="v-stack-loc">Recommendation 1</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=56" aria-label="Kulp et al. 2024 mentions chip registry in passing, p. 45" title="Kulp et al. 2024 mentions chip registry in passing, p. 45"><span class="v-stack-loc">p. 45</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=6" aria-label="Aarne et al. 2024 proposes chip registry, p. 3" title="Aarne et al. 2024 proposes chip registry, p. 3"><span class="v-stack-loc">p. 3</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=6" aria-label="Sastry et al. 2024 discusses chip registry, p. 5" title="Sastry et al. 2024 discusses chip registry, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=34" aria-label="Heim et al. 2024 mentions chip registry in passing, p. 34" title="Heim et al. 2024 mentions chip registry in passing, p. 34"><span class="v-stack-loc">p. 34</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=7" aria-label="Brass and Aarne 2024 proposes chip registry, p. 6" title="Brass and Aarne 2024 proposes chip registry, p. 6"><span class="v-stack-loc">p. 6</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=15" aria-label="Scher and Thiergart 2024 proposes chip registry, p. 15" title="Scher and Thiergart 2024 proposes chip registry, p. 15"><span class="v-stack-loc">p. 15</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=4" aria-label="flexHEG Part III (Aarne and Petrie 2025) proposes chip registry, p. 4" title="flexHEG Part III (Aarne and Petrie 2025) proposes chip registry, p. 4"><span class="v-stack-loc">III, p. 4</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=6" aria-label="Kulp et al. 2025 mentions chip registry in passing, p. vi" title="Kulp et al. 2025 mentions chip registry in passing, p. vi"><span class="v-stack-loc">p. vi</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=17" aria-label="Harack et al. 2025 proposes chip registry, p. 16" title="Harack et al. 2025 proposes chip registry, p. 16"><span class="v-stack-loc">p. 16</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=14" aria-label="Baker et al. 2025 discusses chip registry, p. 14" title="Baker et al. 2025 discusses chip registry, p. 14"><span class="v-stack-loc">p. 14</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=26" aria-label="Scher et al. 2026a proposes a register of the chips in the clusters its draft agreement covers (chip registry), PDF p. 26" title="Scher et al. 2026a proposes a register of the chips in the clusters its draft agreement covers (chip registry), PDF p. 26"><span class="v-stack-loc">PDF p. 26</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Containment and surveillance<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-containment_surveillance" aria-expanded="false" aria-label="Containment and surveillance: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="mentions" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=13" aria-label="Shavit 2023 mentions containment and surveillance in passing, p. 13" title="Shavit 2023 mentions containment and surveillance in passing, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=31" aria-label="Aarne et al. 2024 discusses containment and surveillance, p. 28" title="Aarne et al. 2024 discusses containment and surveillance, p. 28"><span class="v-stack-loc">p. 28</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=20" aria-label="Heim et al. 2024 mentions containment and surveillance in passing, p. 20" title="Heim et al. 2024 mentions containment and surveillance in passing, p. 20"><span class="v-stack-loc">p. 20</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=15" aria-label="Scher and Thiergart 2024 proposes containment and surveillance, p. 15" title="Scher and Thiergart 2024 proposes containment and surveillance, p. 15"><span class="v-stack-loc">p. 15</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=11" aria-label="flexHEG Part III (Aarne and Petrie 2025) proposes containment and surveillance, p. 11" title="flexHEG Part III (Aarne and Petrie 2025) proposes containment and surveillance, p. 11"><span class="v-stack-loc">III, p. 11</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=61" aria-label="Harack et al. 2025 proposes containment and surveillance, p. 60" title="Harack et al. 2025 proposes containment and surveillance, p. 60"><span class="v-stack-loc">p. 60</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=32" aria-label="Baker et al. 2025 proposes containment and surveillance, p. 32" title="Baker et al. 2025 proposes containment and surveillance, p. 32"><span class="v-stack-loc">p. 32</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=31" aria-label="Scher et al. 2026a proposes containment and surveillance, PDF p. 31" title="Scher et al. 2026a proposes containment and surveillance, PDF p. 31"><span class="v-stack-loc">PDF p. 31</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Declarations and inventories<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-declarations_inventories" aria-expanded="false" aria-label="Declarations and inventories: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=39" aria-label="Sastry et al. 2024 discusses declarations and inventories, p. 38" title="Sastry et al. 2024 discusses declarations and inventories, p. 38"><span class="v-stack-loc">p. 38</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=31" aria-label="Heim et al. 2024 discusses declarations and inventories, p. 31" title="Heim et al. 2024 discusses declarations and inventories, p. 31"><span class="v-stack-loc">p. 31</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=9" aria-label="Brass and Aarne 2024 mentions declarations and inventories in passing, p. 8" title="Brass and Aarne 2024 mentions declarations and inventories in passing, p. 8"><span class="v-stack-loc">p. 8</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=15" aria-label="Scher and Thiergart 2024 proposes declarations and inventories, p. 15" title="Scher and Thiergart 2024 proposes declarations and inventories, p. 15"><span class="v-stack-loc">p. 15</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=31" aria-label="flexHEG Part I (Petrie et al. 2025) discusses declarations and inventories, p. 31" title="flexHEG Part I (Petrie et al. 2025) discusses declarations and inventories, p. 31"><span class="v-stack-loc">I, p. 31</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=61" aria-label="Harack et al. 2025 proposes declarations and inventories, p. 60" title="Harack et al. 2025 proposes declarations and inventories, p. 60"><span class="v-stack-loc">p. 60</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=3" aria-label="Baker et al. 2025 proposes declarations and inventories, p. 3" title="Baker et al. 2025 proposes declarations and inventories, p. 3"><span class="v-stack-loc">p. 3</span></a></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=26" aria-label="Scher et al. 2026a proposes declarations and inventories, PDF p. 26, and objects to voluntary submission of chips for monitoring on PDF p. 9" title="Scher et al. 2026a proposes declarations and inventories, PDF p. 26, and objects to voluntary submission of chips for monitoring on PDF p. 9"><span class="v-stack-loc">PDF p. 26</span></a><a href="https://arxiv.org/pdf/2511.10783v3#page=9" class="v-stack-cell-against" aria-label="Scher et al. 2026a: objects to voluntary submission of chips for monitoring, PDF p. 9"><span class="v-stack-loc">PDF p. 9</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">End-use</span> checks<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-end_use_checks" aria-expanded="false" aria-label="End-use checks: its positions with their pages"></button></span></th><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Fist and Grunewald 2023"><a href="https://www.cnas.org/publications/reports/preventing-ai-chip-smuggling-to-china" aria-label="Fist and Grunewald 2023 proposes end-use checks, Recommendation 2" title="Fist and Grunewald 2023 proposes end-use checks, Recommendation 2"><span class="v-stack-loc">Recommendation 2</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=12" aria-label="Aarne et al. 2024 mentions end-use checks in passing, p. 9" title="Aarne et al. 2024 mentions end-use checks in passing, p. 9"><span class="v-stack-loc">p. 9</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=40" aria-label="Sastry et al. 2024 mentions end-use checks in passing, p. 39" title="Sastry et al. 2024 mentions end-use checks in passing, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/Location-Verification-two-pager-68r3.pdf#page=1" aria-label="Brass and Aarne 2024 mentions end-use checks in passing, 2025 brief, PDF p. 1" title="Brass and Aarne 2024 mentions end-use checks in passing, 2025 brief, PDF p. 1"><span class="v-stack-loc">2025 brief, PDF p. 1</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=136" aria-label="Scher and Thiergart 2024 mentions end-use checks in passing, p. 136" title="Scher and Thiergart 2024 mentions end-use checks in passing, p. 136"><span class="v-stack-loc">p. 136</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie et al. 2025"><a href="https://arxiv.org/pdf/2506.15093v1#page=11" aria-label="flexHEG Part I (Petrie et al. 2025) discusses end-use checks, p. 11" title="flexHEG Part I (Petrie et al. 2025) discusses end-use checks, p. 11"><span class="v-stack-loc">I, p. 11</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=96" aria-label="Harack et al. 2025 discusses end-use checks, p. 95" title="Harack et al. 2025 discusses end-use checks, p. 95"><span class="v-stack-loc">p. 95</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=8" aria-label="Baker et al. 2025 mentions end-use checks in passing, p. 8" title="Baker et al. 2025 mentions end-use checks in passing, p. 8"><span class="v-stack-loc">p. 8</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">KYC for compute providers<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-cloud_kyc" aria-expanded="false" aria-label="KYC for compute providers: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Egan and Heim 2023"><a href="https://arxiv.org/pdf/2310.13625v1#page=1" aria-label="Egan and Heim 2023 proposes KYC for compute providers, PDF p. 1" title="Egan and Heim 2023 proposes KYC for compute providers, PDF p. 1"><span class="v-stack-loc">PDF p. 1</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=19" aria-label="Kulp et al. 2024 mentions KYC for compute providers in passing, p. 8" title="Kulp et al. 2024 mentions KYC for compute providers in passing, p. 8"><span class="v-stack-loc">p. 8</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=34" aria-label="Aarne et al. 2024 mentions KYC for compute providers in passing, p. 31" title="Aarne et al. 2024 mentions KYC for compute providers in passing, p. 31"><span class="v-stack-loc">p. 31</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=6" aria-label="Sastry et al. 2024 discusses KYC for compute providers, p. 5" title="Sastry et al. 2024 discusses KYC for compute providers, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=21" aria-label="Heim et al. 2024 proposes KYC for compute providers, p. 21" title="Heim et al. 2024 proposes KYC for compute providers, p. 21"><span class="v-stack-loc">p. 21</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=83" aria-label="Scher and Thiergart 2024 mentions KYC for compute providers in passing, p. 83" title="Scher and Thiergart 2024 mentions KYC for compute providers in passing, p. 83"><span class="v-stack-loc">p. 83</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=116" aria-label="Harack et al. 2025 mentions KYC for compute providers in passing, p. 115" title="Harack et al. 2025 mentions KYC for compute providers in passing, p. 115"><span class="v-stack-loc">p. 115</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=57" aria-label="Baker et al. 2025 mentions KYC for compute providers in passing, p. 57" title="Baker et al. 2025 mentions KYC for compute providers in passing, p. 57"><span class="v-stack-loc">p. 57</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=48" aria-label="Scher et al. 2026a proposes KYC for compute providers, PDF p. 48" title="Scher et al. 2026a proposes KYC for compute providers, PDF p. 48"><span class="v-stack-loc">PDF p. 48</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">National technical means<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-national_technical_means" aria-expanded="false" aria-label="National technical means: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Egan and Heim 2023"><a href="https://arxiv.org/pdf/2310.13625v1#page=14" aria-label="Egan and Heim 2023 mentions national technical means in passing, p. 14" title="Egan and Heim 2023 mentions national technical means in passing, p. 14"><span class="v-stack-loc">p. 14</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=26" aria-label="Sastry et al. 2024 discusses national technical means, p. 25" title="Sastry et al. 2024 discusses national technical means, p. 25"><span class="v-stack-loc">p. 25</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/LocationVerificationforAIChips.pdf#page=13" aria-label="Brass and Aarne 2024 mentions national technical means in passing, p. 12" title="Brass and Aarne 2024 mentions national technical means in passing, p. 12"><span class="v-stack-loc">p. 12</span></a></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=15" aria-label="Scher and Thiergart 2024 proposes national technical means, p. 15, and objects to power draw as a way to find secret data centres when training is distributed on p. 142" title="Scher and Thiergart 2024 proposes national technical means, p. 15, and objects to power draw as a way to find secret data centres when training is distributed on p. 142"><span class="v-stack-loc">p. 15</span></a><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=142" class="v-stack-cell-against" aria-label="Scher and Thiergart 2024: objects to power draw as a way to find secret data centres when training is distributed, p. 142"><span class="v-stack-loc">p. 142</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=15" aria-label="flexHEG Part III (Aarne and Petrie 2025) proposes national technical means, p. 15" title="flexHEG Part III (Aarne and Petrie 2025) proposes national technical means, p. 15"><span class="v-stack-loc">III, p. 15</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=11" aria-label="Harack et al. 2025 discusses national technical means, p. 10" title="Harack et al. 2025 discusses national technical means, p. 10"><span class="v-stack-loc">p. 10</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=4" aria-label="Baker et al. 2025 proposes national technical means, p. 4" title="Baker et al. 2025 proposes national technical means, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=5" aria-label="Scher et al. 2026a proposes national technical means, PDF p. 5" title="Scher et al. 2026a proposes national technical means, PDF p. 5"><span class="v-stack-loc">PDF p. 5</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">On-site</span> inspection<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-onsite_inspection" aria-expanded="false" aria-label="On-site inspection: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="mentions" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=13" aria-label="Shavit 2023 mentions on-site inspection in passing, p. 13" title="Shavit 2023 mentions on-site inspection in passing, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Fist and Grunewald 2023"><a href="https://www.cnas.org/publications/reports/preventing-ai-chip-smuggling-to-china" aria-label="Fist and Grunewald 2023 discusses on-site inspection, Technical annex" title="Fist and Grunewald 2023 discusses on-site inspection, Technical annex"><span class="v-stack-loc">Technical annex</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=39" aria-label="Kulp et al. 2024 mentions on-site inspection in passing, p. 28" title="Kulp et al. 2024 mentions on-site inspection in passing, p. 28"><span class="v-stack-loc">p. 28</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=24" aria-label="Aarne et al. 2024 discusses on-site inspection, p. 21" title="Aarne et al. 2024 discusses on-site inspection, p. 21"><span class="v-stack-loc">p. 21</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=78" aria-label="Sastry et al. 2024 discusses on-site inspection, p. 77" title="Sastry et al. 2024 discusses on-site inspection, p. 77"><span class="v-stack-loc">p. 77</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=39" aria-label="Heim et al. 2024 mentions on-site inspection in passing, p. 39" title="Heim et al. 2024 mentions on-site inspection in passing, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=4" aria-label="Scher and Thiergart 2024 proposes on-site inspection, p. 4" title="Scher and Thiergart 2024 proposes on-site inspection, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=14" aria-label="flexHEG Part III (Aarne and Petrie 2025) proposes on-site inspection, p. 14" title="flexHEG Part III (Aarne and Petrie 2025) proposes on-site inspection, p. 14"><span class="v-stack-loc">III, p. 14</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=6" aria-label="Kulp et al. 2025 discusses on-site inspection, p. vi" title="Kulp et al. 2025 discusses on-site inspection, p. vi"><span class="v-stack-loc">p. vi</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=14" aria-label="Harack et al. 2025 proposes on-site inspection, p. 13" title="Harack et al. 2025 proposes on-site inspection, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=52" aria-label="Baker et al. 2025 proposes on-site inspection, p. 52" title="Baker et al. 2025 proposes on-site inspection, p. 52"><span class="v-stack-loc">p. 52</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=6" aria-label="Scher et al. 2026a proposes on-site inspection, PDF p. 6" title="Scher et al. 2026a proposes on-site inspection, PDF p. 6"><span class="v-stack-loc">PDF p. 6</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Personnel interviews<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-personnel_interviews" aria-expanded="false" aria-label="Personnel interviews: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=43" aria-label="Sastry et al. 2024 mentions personnel interviews in passing, p. 42" title="Sastry et al. 2024 mentions personnel interviews in passing, p. 42"><span class="v-stack-loc">p. 42</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=46" aria-label="Scher and Thiergart 2024 proposes personnel interviews, p. 46" title="Scher and Thiergart 2024 proposes personnel interviews, p. 46"><span class="v-stack-loc">p. 46</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=40" aria-label="Harack et al. 2025 discusses personnel interviews, p. 39" title="Harack et al. 2025 discusses personnel interviews, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td class="v-stack-cell" data-stance="proposes" data-against="" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=4" aria-label="Baker et al. 2025 proposes personnel interviews, p. 4, and objects to developing lie-detection technology for interviews on p. 29" title="Baker et al. 2025 proposes personnel interviews, p. 4, and objects to developing lie-detection technology for interviews on p. 29"><span class="v-stack-loc">p. 4</span></a><a href="https://arxiv.org/pdf/2507.15916v2#page=29" class="v-stack-cell-against" aria-label="Baker et al. 2025: objects to developing lie-detection technology for interviews, p. 29"><span class="v-stack-loc">p. 29</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=6" aria-label="Scher et al. 2026a proposes personnel interviews, PDF p. 6" title="Scher et al. 2026a proposes personnel interviews, PDF p. 6"><span class="v-stack-loc">PDF p. 6</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Personnel monitoring<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-personnel_monitoring" aria-expanded="false" aria-label="Personnel monitoring: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=75" aria-label="Scher and Thiergart 2024 proposes personnel monitoring, p. 75" title="Scher and Thiergart 2024 proposes personnel monitoring, p. 75"><span class="v-stack-loc">p. 75</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=11" aria-label="flexHEG Part III (Aarne and Petrie 2025) proposes background checks on the staff of the facilities that make the devices (personnel monitoring), p. 11" title="flexHEG Part III (Aarne and Petrie 2025) proposes background checks on the staff of the facilities that make the devices (personnel monitoring), p. 11"><span class="v-stack-loc">III, p. 11</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=12" aria-label="Harack et al. 2025 discusses personnel monitoring, p. 11" title="Harack et al. 2025 discusses personnel monitoring, p. 11"><span class="v-stack-loc">p. 11</span></a></td><td data-empty=""></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row">Production monitoring<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-production_monitoring" aria-expanded="false" aria-label="Production monitoring: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=1" aria-label="Shavit 2023 proposes production monitoring, PDF p. 1" title="Shavit 2023 proposes production monitoring, PDF p. 1"><span class="v-stack-loc">PDF p. 1</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=75" aria-label="Sastry et al. 2024 discusses production monitoring, p. 74" title="Sastry et al. 2024 discusses production monitoring, p. 74"><span class="v-stack-loc">p. 74</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=4" aria-label="Scher and Thiergart 2024 proposes production monitoring, p. 4" title="Scher and Thiergart 2024 proposes production monitoring, p. 4"><span class="v-stack-loc">p. 4</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=4" aria-label="flexHEG Part III (Aarne and Petrie 2025) proposes production monitoring, p. 4" title="flexHEG Part III (Aarne and Petrie 2025) proposes production monitoring, p. 4"><span class="v-stack-loc">III, p. 4</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=36" aria-label="Harack et al. 2025 discusses production monitoring, p. 35" title="Harack et al. 2025 discusses production monitoring, p. 35"><span class="v-stack-loc">p. 35</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=5" aria-label="Scher et al. 2026a proposes production monitoring, PDF p. 5" title="Scher et al. 2026a proposes production monitoring, PDF p. 5"><span class="v-stack-loc">PDF p. 5</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Sampled chip inspection<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-sampled_chip_inspection" aria-expanded="false" aria-label="Sampled chip inspection: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=2" aria-label="Shavit 2023 proposes sampled chip inspection, p. 2" title="Shavit 2023 proposes sampled chip inspection, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Fist and Grunewald 2023"><a href="https://www.cnas.org/publications/reports/preventing-ai-chip-smuggling-to-china" aria-label="Fist and Grunewald 2023 proposes sampled chip inspection, Recommendation 1" title="Fist and Grunewald 2023 proposes sampled chip inspection, Recommendation 1"><span class="v-stack-loc">Recommendation 1</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=39" aria-label="Kulp et al. 2024 mentions sampled chip inspection in passing, p. 28" title="Kulp et al. 2024 mentions sampled chip inspection in passing, p. 28"><span class="v-stack-loc">p. 28</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=5" aria-label="Aarne et al. 2024 proposes sampled chip inspection, p. 2" title="Aarne et al. 2024 proposes sampled chip inspection, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=15" aria-label="Scher and Thiergart 2024 proposes sampled chip inspection, p. 15" title="Scher and Thiergart 2024 proposes sampled chip inspection, p. 15"><span class="v-stack-loc">p. 15</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=12" aria-label="flexHEG Part III (Aarne and Petrie 2025) proposes sampled chip inspection, p. 12" title="flexHEG Part III (Aarne and Petrie 2025) proposes sampled chip inspection, p. 12"><span class="v-stack-loc">III, p. 12</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Kulp et al. 2025"><a href="https://www.rand.org/content/dam/rand/pubs/conf_proceedings/CFA3000/CFA3056-1/RAND_CFA3056-1.pdf#page=21" aria-label="Kulp et al. 2025 mentions sampled chip inspection in passing, p. 11" title="Kulp et al. 2025 mentions sampled chip inspection in passing, p. 11"><span class="v-stack-loc">p. 11</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=42" aria-label="Harack et al. 2025 discusses sampled chip inspection, p. 41" title="Harack et al. 2025 discusses sampled chip inspection, p. 41"><span class="v-stack-loc">p. 41</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=26" aria-label="Baker et al. 2025 proposes sampled chip inspection, p. 26" title="Baker et al. 2025 proposes sampled chip inspection, p. 26"><span class="v-stack-loc">p. 26</span></a></td><td data-empty=""></td></tr><tr class="v-stack-mx-row"><th scope="row"><span class="v-stack-nobr">Training-run</span> declarations<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-training_run_reporting" aria-expanded="false" aria-label="Training-run declarations: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=1" aria-label="Shavit 2023 proposes training-run declarations, PDF p. 1" title="Shavit 2023 proposes training-run declarations, PDF p. 1"><span class="v-stack-loc">PDF p. 1</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Egan and Heim 2023"><a href="https://arxiv.org/pdf/2310.13625v1#page=11" aria-label="Egan and Heim 2023 proposes a high-level statement from the customer of what the compute is for (training-run declarations), p. 11" title="Egan and Heim 2023 proposes a high-level statement from the customer of what the compute is for (training-run declarations), p. 11"><span class="v-stack-loc">p. 11</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Kulp et al. 2024"><a href="https://www.rand.org/content/dam/rand/pubs/working_papers/WRA3000/WRA3056-1/RAND_WRA3056-1.pdf#page=49" aria-label="Kulp et al. 2024 discusses training-run declarations, p. 38" title="Kulp et al. 2024 discusses training-run declarations, p. 38"><span class="v-stack-loc">p. 38</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Aarne et al. 2024"><a href="https://s3.us-east-1.amazonaws.com/files.cnas.org/documents/CNAS-Report-Tech-Secure-Chips-Jan-24-finalb.pdf#page=5" aria-label="Aarne et al. 2024 discusses training-run declarations, p. 2" title="Aarne et al. 2024 discusses training-run declarations, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=6" aria-label="Sastry et al. 2024 discusses training-run declarations, p. 5" title="Sastry et al. 2024 discusses training-run declarations, p. 5"><span class="v-stack-loc">p. 5</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=17" aria-label="Heim et al. 2024 proposes training-run declarations, p. 17" title="Heim et al. 2024 proposes training-run declarations, p. 17"><span class="v-stack-loc">p. 17</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=26" aria-label="Scher and Thiergart 2024 proposes training-run declarations, p. 26" title="Scher and Thiergart 2024 proposes training-run declarations, p. 26"><span class="v-stack-loc">p. 26</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=25" aria-label="flexHEG Part III (Aarne and Petrie 2025) proposes training-run declarations, p. 25" title="flexHEG Part III (Aarne and Petrie 2025) proposes training-run declarations, p. 25"><span class="v-stack-loc">III, p. 25</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=104" aria-label="Harack et al. 2025 proposes training-run declarations, p. 103" title="Harack et al. 2025 proposes training-run declarations, p. 103"><span class="v-stack-loc">p. 103</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=2" aria-label="Baker et al. 2025 proposes training-run declarations, p. 2" title="Baker et al. 2025 proposes training-run declarations, p. 2"><span class="v-stack-loc">p. 2</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=5" aria-label="Scher et al. 2026a proposes training-run declarations, PDF p. 5" title="Scher et al. 2026a proposes training-run declarations, PDF p. 5"><span class="v-stack-loc">PDF p. 5</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Transfer reporting<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-transfer_reporting" aria-expanded="false" aria-label="Transfer reporting: its positions with their pages"></button></span></th><td class="v-stack-cell" data-stance="proposes" data-label="Shavit 2023"><a href="https://arxiv.org/pdf/2303.11341v2#page=13" aria-label="Shavit 2023 proposes transfer reporting, p. 13" title="Shavit 2023 proposes transfer reporting, p. 13"><span class="v-stack-loc">p. 13</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Fist and Grunewald 2023"><a href="https://www.cnas.org/publications/reports/preventing-ai-chip-smuggling-to-china" aria-label="Fist and Grunewald 2023 proposes transfer reporting, Technical annex" title="Fist and Grunewald 2023 proposes transfer reporting, Technical annex"><span class="v-stack-loc">Technical annex</span></a></td><td data-empty=""></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=40" aria-label="Sastry et al. 2024 discusses transfer reporting, p. 39" title="Sastry et al. 2024 discusses transfer reporting, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=34" aria-label="Heim et al. 2024 mentions transfer reporting in passing, p. 34" title="Heim et al. 2024 mentions transfer reporting in passing, p. 34"><span class="v-stack-loc">p. 34</span></a></td><td class="v-stack-cell" data-stance="mentions" data-label="Brass and Aarne 2024"><a href="https://www.iaps.ai/s/Location-Verification-two-pager-68r3.pdf#page=3" aria-label="Brass and Aarne 2024 mentions transfer reporting in passing, 2025 brief, p. 3" title="Brass and Aarne 2024 mentions transfer reporting in passing, 2025 brief, p. 3"><span class="v-stack-loc">2025 brief, p. 3</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=67" aria-label="Scher and Thiergart 2024 proposes transfer reporting, p. 67" title="Scher and Thiergart 2024 proposes transfer reporting, p. 67"><span class="v-stack-loc">p. 67</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Aarne and Petrie 2025"><a href="https://arxiv.org/pdf/2506.15100v1#page=14" aria-label="flexHEG Part III (Aarne and Petrie 2025) proposes verifiable disposal of failed devices (transfer reporting), p. 14" title="flexHEG Part III (Aarne and Petrie 2025) proposes verifiable disposal of failed devices (transfer reporting), p. 14"><span class="v-stack-loc">III, p. 14</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=36" aria-label="Harack et al. 2025 mentions transfer reporting in passing, p. 35" title="Harack et al. 2025 mentions transfer reporting in passing, p. 35"><span class="v-stack-loc">p. 35</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=26" aria-label="Baker et al. 2025 proposes transfer reporting, p. 26" title="Baker et al. 2025 proposes transfer reporting, p. 26"><span class="v-stack-loc">p. 26</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=25" aria-label="Scher et al. 2026a proposes transfer reporting, PDF p. 25" title="Scher et al. 2026a proposes transfer reporting, PDF p. 25"><span class="v-stack-loc">PDF p. 25</span></a></td></tr><tr class="v-stack-mx-row"><th scope="row">Whistleblower programmes<span class="v-stack-matrix-pick" data-print-exempt="true"><button type="button" id="_R_dlfivpfsnkpb_-name-whistleblower_programs" aria-expanded="false" aria-label="Whistleblower programmes: its positions with their pages"></button></span></th><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Egan and Heim 2023"><a href="https://arxiv.org/pdf/2310.13625v1#page=14" aria-label="Egan and Heim 2023 proposes whistleblower programmes, p. 14" title="Egan and Heim 2023 proposes whistleblower programmes, p. 14"><span class="v-stack-loc">p. 14</span></a></td><td data-empty=""></td><td data-empty=""></td><td class="v-stack-cell" data-stance="mentions" data-label="Sastry et al. 2024"><a href="https://arxiv.org/pdf/2402.08797v1#page=72" aria-label="Sastry et al. 2024 mentions whistleblower programmes in passing, p. 71" title="Sastry et al. 2024 mentions whistleblower programmes in passing, p. 71"><span class="v-stack-loc">p. 71</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Heim et al. 2024"><a href="https://cdn.governance.ai/Governing-Through-the-Cloud_The-Intermediary-Role-of-Compute-Providers-in-AI-Regulation.pdf#page=34" aria-label="Heim et al. 2024 proposes whistleblower programmes, p. 34" title="Heim et al. 2024 proposes whistleblower programmes, p. 34"><span class="v-stack-loc">p. 34</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher and Thiergart 2024"><a href="https://intelligence.org/wp-content/uploads/2024/11/Mechanisms-to-Verify-International-Agreements-About-AI-Development-27-Nov-24.pdf#page=46" aria-label="Scher and Thiergart 2024 proposes whistleblower programmes, p. 46" title="Scher and Thiergart 2024 proposes whistleblower programmes, p. 46"><span class="v-stack-loc">p. 46</span></a></td><td class="v-stack-cell" data-stance="discusses" data-label="Petrie and Aarne 2025"><a href="https://arxiv.org/pdf/2506.03409v3#page=55" aria-label="flexHEG Part II (Petrie and Aarne 2025) discusses whistleblower programmes, p. 55" title="flexHEG Part II (Petrie and Aarne 2025) discusses whistleblower programmes, p. 55"><span class="v-stack-loc">II, p. 55</span></a></td><td data-empty=""></td><td class="v-stack-cell" data-stance="discusses" data-label="Harack et al. 2025"><a href="https://aigi.ox.ac.uk/wp-content/uploads/2025/07/Verification_for_International_AI_Governance.pdf#page=40" aria-label="Harack et al. 2025 discusses whistleblower programmes, p. 39" title="Harack et al. 2025 discusses whistleblower programmes, p. 39"><span class="v-stack-loc">p. 39</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Baker et al. 2025"><a href="https://arxiv.org/pdf/2507.15916v2#page=3" aria-label="Baker et al. 2025 proposes whistleblower programmes, p. 3" title="Baker et al. 2025 proposes whistleblower programmes, p. 3"><span class="v-stack-loc">p. 3</span></a></td><td class="v-stack-cell" data-stance="proposes" data-label="Scher et al. 2026a"><a href="https://arxiv.org/pdf/2511.10783v3#page=25" aria-label="Scher et al. 2026a proposes whistleblower programmes, PDF p. 25" title="Scher et al. 2026a proposes whistleblower programmes, PDF p. 25"><span class="v-stack-loc">PDF p. 25</span></a></td></tr></tbody></table>

About the columns

The columns are the reports named in Scrutica’s research brief, by year; the three flexHEG papers share one, as do the IAPS location report and its 2025 brief.

Positions come from 34 documents: the 17 these columns hold, and 17 more that only the mechanism cards above list; 32 of them are among the 35 documents that state how mechanisms relate, and the other 2 state no relation. Three of the 34 were read in selected sections only.

Each mark is one of the 123 published results, at its date, in the row of the hardest access it needed; a physical result is drawn in the cheapest band that holds the setup cost its source states.

-   Extracted an identity or attestation key
-   Forged attestation
-   Bypassed secure boot or rollback protection
-   Bypassed a performance limiter
-   Read or altered protected data
-   Hollow: partly verified against its sources
-   Ringed: TEE.fail, the result in the card

Show results onAll platforms · 123Trusted execution environments in CPUs · 64GPUs and GPU systems · 29Trusted Platform Modules · 5Boot code and signing keys · 20Standalone security chips · 10

Show results on

All platforms 123 resultsTrusted execution environments in CPUs 64 resultsGPUs and GPU systems 29 resultsTrusted Platform Modules 5 resultsBoot code and signing keys 20 resultsStandalone security chips 10 results

Eight results are counted under two or more platforms and four under none, so the platform counts add to 128 for the 123 results.

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Disclosed 28 Oct 2025 · IEEE Symposium on Security and Privacy 2026

#### TEE.fail

Chuang et al., _TEE.fail: Breaking Trusted Execution Environments via DDR5 Memory Bus Interposition_

It extracted an identity or attestation key from Intel SGX and TDX, with privileged software and physical access; its source puts the equipment at $1,000 or less.

Defeated

Key extraction, forged attestation, integrity and confidentiality.

Key taken

Intel SGX and TDX: Intel’s device-specific Provisioning Certification Key, from its Provisioning Certification Enclave.

In the stack

Breaks Hardware identity key, on Intel SGX and TDX; Remote attestation and Confidential computing, on the platforms listed as affected. The stack’s parts are generic and do not distinguish vendors.

Show what fails with them

Scrutica’s inference (no source states it): it also bears on Delay-based location, Workload attestation and On-chip compute metering.

Platforms (3)

-   Intel Xeon Scalable 4th/5th Gen and Xeon 6 with DDR5 (TDX, SGX); attack demonstrated on 5th Gen Xeon Scalable
-   AMD EPYC Zen 4 and Zen 5 with SEV-SNP and DDR5 (authors’ statement); attack demonstrated on Zen 5 with Ciphertext Hiding
-   Relayed, no key taken: NVIDIA Confidential Computing attestation (H100) as consumed by dstack-based applications

The keys it extracts are Intel’s, from SGX and TDX machines. NVIDIA’s attestation, as dstack-based applications consume it, was relayed from GPUs the attackers did not own:

> Basically, the fact that Nvidia’s attestation reports are not bound to the identity of a specific CVM means we can ‘borrow’ Nvidia attestations from devices that aren’t ours.

[tee.fail](https://tee.fail/), FAQ, Oct 2025

Quotations (6), all from the authors

Needed

> Moreover, our attack can be done in under $1000 by computer hobbyists using equipment readily available on the secondhand market.

[tee.fail](https://tee.fail/files/paper.pdf), p. 1, Sec. 1.1

> Performing the above steps on our target machine described in Section 3 in an UpToDate attestation status, our attack took about 2 minutes to create the ciphertext mapping, and 13 minutes to execute the PCE and trace the ECDSA signing.

[tee.fail](https://tee.fail/files/paper.pdf), Sec. 6

Defeated

> More specifically, we break SGX and TDX security guarantees by extracting attestation keys from machines in a fully trusted UpToDate attestation status.

[tee.fail](https://tee.fail/files/paper.pdf), p. 2, Sec. 1.1

Key taken

> Combining this observation with Intel’s use of deterministic AES-XTS encryption, we are able to use our memory interposition setup to break the confidentiality of the PCE enclave, extracting its Provisioning Certification Key (PCK).

[tee.fail](https://tee.fail/files/paper.pdf), p. 2, Sec. 1.1

> The PCE derives a device-specific provisioning certification key (PCK) via EGETKEY on a root provisioning key and CPU version info. This PCK is a 256-bit ECDSA key and is used to certify the QE’s identity and its attestation key.

[tee.fail](https://tee.fail/files/paper.pdf), p. 9, Sec. 6.2

> As TEE.fail does not directly attack any Nvidia CC elements, there are no mitigations from the Nvidia CC side.

In answer to Are there any mitigations? How do I protect myself with Nvidia CC? · [tee.fail](https://tee.fail/), FAQ, Oct 2025

Vendor responses (3)

> This most recent research, released in a paper titled ‘TEE.fail: Breaking Trusted Execution Environments via DDR5 Memory Bus Interposition’, does not change Intel’s previous out of scope statement for these types of physical attacks.

Intel · [intel.com](https://www.intel.com/content/www/us/en/security-center/announcement/intel-security-announcement-2025-10-28-001.html), 28 Oct 2025

> AMD does not plan to provide mitigations since physical vector attacks are out of scope for AMD SEV-SNP.

AMD · [amd.com](https://www.amd.com/en/resources/product-security/bulletin/amd-sb-3040.html), 28 Oct 2025

> Intel has indicated that it is impossible to issue a microcode to update the inner workings of the memory encryption engine.

Intel, as reported by the authors · [tee.fail](https://tee.fail/files/paper.pdf), Oct 2025

NVIDIA: no public statement found as of 7 October 2026.

#### Identity and attestation keys extracted, by family of security hardware

A family is counted when a verified result has extracted a device-unique key that the hardware uses to prove its identity or attest its state.

-   Identity or attestation key extracted, verified
-   Partly verified, so not counted
-   A result on GPUs or GPU systems

-   AMD Secure ProcessorInsecure Until Proven Updated 2019, One Glitch to Rule Them All 2021 and MilanLaunchy + BadFuse 2026.
-   Intel CSME and PTTTPM-Fail 2019.
-   Intel SGX and TDXForeshadow 2018, SGAxe 2020, ÆPIC Leak 2022, Battering RAM 2025, WireTap 2025 and TEE.fail 2025.
-   RISC-V KeystonePhysical Memory Please 2026.
-   NVIDIA’s data-centre GPUs (Hopper, Blackwell). No published extraction of an identity or attestation key. Searches for attacks on H100-class confidential computing and for GPU attestation-key extraction last ran on 7 October 2026, and none of the 29 results the record holds on GPUs and GPU systems extracts one.

Not counted: 3 partly verified, 2 other kinds of key, 6 other families

Partly verified

-   Intel CSME and PTT · Intel CSME boot-ROM IOMMU window 2019.
-   Intel SGX and TDX · SGX.Fail 2022 and Intel SGX Fuse Key0 extraction on Gemini Lake 2024.

Other kinds of key from the four families

-   AMD Secure Processor · Google Project Zero / Google Cloud security review of the AMD Secure Processor 2022 (part of an identity key: parts of the SEV Platform Endorsement Key’s private ECDSA scalar).
-   Intel SGX and TDX · Downfall 2023 (another kind of key: an SGX sealing key from a test enclave, with no attestation key decrypted).

Families with no counted extraction

-   Google Titan M · Attacking Titan M with Only One Byte 2022 (another kind of key: keys protected by StrongBox, with no statement that the device attestation key was among them).
-   Infineon security controller · EUCLEAK 2024 (another kind of key: one account’s FIDO credential key, with no report that the attestation key was extracted).
-   NXP secure element · A Side Journey to Titan 2021 (another kind of key: a per-account FIDO credential key).
-   Raspberry Pi RP2350 · Antifuse OTP secret extraction by focused-ion-beam passive voltage contrast 2025 (no whole key: the bitwise OR of two adjacent antifuse rows).
-   Samsung TrustZone Keymaster · Samsung TrustZone Keymaster key extraction 2022 (another kind of key: hardware-protected keys of Android apps, among them the private key of a FIDO2 WebAuthn credential).
-   STMicroelectronics TPM · TPM-Fail 2019 (another kind of key: an ECDSA signing key of no stated kind).

The quotation each family is counted on (4)

-   AMD Secure ProcessorUsing this patched SEV firmware, we extracted the SEV state, see Section 3.1, including the CEK private key of three different AMD Epyc CPUs.Insecure Until Proven Updated 2019, [arxiv.org](https://arxiv.org/pdf/1908.11680), PDF p. 7, Section 3.3
-   Intel CSME and PTTWe generated a unique ECDSA attestation key (AK) using the Intel fTPM device on the VPN server.TPM-Fail 2019, [usenix.org](https://www.usenix.org/system/files/sec20-moghimi-tpm.pdf), p. 2067
-   Intel SGX and TDXUsing Foreshadow we have successfully extracted the attestation keys, used by the Intel Quoting Enclave to vouch for the authenticity of enclaves.Foreshadow 2018, [foreshadowattack.eu](https://foreshadowattack.eu/)
-   RISC-V KeystoneUsing this primitive, we demonstrate end-to-end attacks on the popular RISC-V Keystone TEE, achieving full enclave memory disclosure and, ultimately, completely undermining remote attestation guarantees by extracting the long-term platform measurement key.Physical Memory Please 2026, [ojs.ub.rub.de](https://ojs.ub.rub.de/index.php/uASC/article/download/12712/12391/16024), Abstract

About the record (5 results left off)

123 published results from 122 publications, each placed by the hardest access it needed; 25 are only partly verified. Five more in the record are left off: four defeat no stated property, and one could not be verified.