AI RESEARCH
Efficient and Private Property Testing via Indistinguishability
arXiv CS.LG
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ArXi:2511.03653v2 Announce Type: replace-cross Given a small random sample of $n$-bit strings labeled by an unknown Boolean function, which properties of this function can be tested computationally efficiently? We show an equivalence between properties that are efficiently testable from few samples and properties with structured symmetry, which depend only on the function's average values on an efficiently computable partition of the domain. Without the efficiency constraint, a similar characterization in terms of unstructured symmetry was obtained by Blais and Yoshida.