Author

Tamara Paris

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Preprint Sep 2026

Interactive Proofs of Proximity for Model Evaluation

We study interactive proofs of proximity (IPPs) for model evaluation, where a resource-limited verifier interacts with an untrusted prover, typically the model owner, to certify statistical properties of a model under an unknown input distribution. Our formulation separates sampling the input distribution from querying...

G. Couteau, Nikolas Melissaris, Tamara Paris · 0 citations