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Sofiane Azogagh

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Preprint Aug 2026

Manipulation-Proof Oblivious Audits against Deceptive Model Providers

A novel audit protocol designed to significantly increase the post-audit detectability of manipulations by enabling the auditor to query the model in an oblivious manner and providing theoretical guarantees showing that, under this protocol, a provider attempting to hide unfairness must falsify a significantly larger number of responses.

Augustin Godinot, Sofiane Azogagh, Julien Ferry et al. · 0 citations