Interactive Proofs for General Distribution Properties
Apple ML Research · rss · 2026-07-16
This work explores how Alice can verify Bob's conclusions using fewer resources when she only has a few samples from an unknown distribution, while Bob claims to have completed a complex analysis.
The authors constructed an interactive proof system for general distribution properties and provided a general scheme for properties decidable by bounded-depth circuits. The paper also discusses how to achieve verification under resource constraints when the sample size upper bound is N.
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