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כתבה arXiv cs.AI ·

אפשרות לעצור חישוב סודי: הגבלות על צריכת כוח?

Can Power Draw Constrain Covert Compute? Limits of Analogue Verification for AI Governance
אפשרות לעצור חישוב סודי: הגבלות על צריכת כוח? המאמר חוקר את היכולת של מדידות כוח לגבות חישוב סודי.
תקציר מקורי באנגליתarXiv:2610.07476v1 Announce Type: cross Abstract: Frontier AI treaties or agreements on limiting computation require external verification; an external auditor must be able to confirm how much computation actually ran and that parties are adhering to the agreement. Analogue, off-chip measurements such as power draw provide an information channel for verification. It is unknown how well these analogue channels can constrain computation against an adversary who actively tries to subvert the audit. We derive a closed form for $\beta$, the largest hidden computation a power trace cannot exclude, as a fraction of the declared machine capacity. Measurements on NVIDIA A100 GPUs constrain $\beta = 1.16$ in the worst case, while adversarial matched-energy strategies are shown to hide at least $\bet
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