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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

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G. Couteau

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Preprint Sep 2026

Interactive Proofs of Proximity for Model Evaluation

This formulation separates sampling the input distribution from querying the model and evaluating its output; distinguishes real audit data from generated data; distinguishes real audit data from generated data (chosen-randomness, or gray-box, access to the sampler); and allows the prover and verifier to use different...

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

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