MID selects verifier-facing evidence, such as telemetry or power traces, by minimizing conditional mutual information about a protected property given the authorized verification result, and demonstrates perfect held-out verification with zero measured leakage on three of six tasks.
Pacing the frontier
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Privacy-Preserving AI Verification via Minimal Information Disclosure
MID selects verifier-facing evidence, such as telemetry or power traces, by minimizing conditional mutual information about a protected property given the authorized verification result, and demonstrates perfect held-out verification with zero measured leakage on three of six tasks.