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Oliver E. Richardson

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#artificial intelligence Preprint Aug 2026

How to Verify Probabilistic Consistency of Predictive Models

The interactive PCP is constructed, which shows a protocol in which a polynomial-time verifier can verify the approximate consistency of (P,Q), and places l_2-approximate probabilistic consistency of explicit claims in NP, with certificates of length O(mn + log B) in the input bit-precision B.

Orr Paradise, Oliver E. Richardson, Y. Bengio et al. · 0 citations

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