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We consider interactive proofs for the promise problem, called $\epsilon$-FARNESS, in which the yes-instances are pairs of distributions over $[n]$ that are $\epsilon$-far from one another, and the no-instances are pairs of identical distributions.
For any $t\leq n^{2/3}$, we obtain an interactive proof in which the verifier has sample complexity ...
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Interactive proofs of proximity for distributions, introduced by Chiesa and Gur (ITCS18) and extensively studied recently by Herman and Rothblum (STOC22, FOCS23, FOCS24}, offer a way of verifying properties of distributions using less samples than required to test these properties.
We say that such an interactive proof system is {\sf ... more >>>
We revisit the setting of Interactive Proof Systems for Distribution Testing, introduced by Chiesa and Gur (2018), showing that a simple twist on the task requirements may lead to dramatic improvements, allowing verifiers with constant sample complexity.
We define and investigate the multi-prover and zero-knowledge versions of these interactive proof ... more >>>