Replicable testers can be assumed to threshold a deterministic statistic against a random number, and this canonical structure yields improved sample-complexity bounds for several classic testing problems.
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On the Structure of Replicable Hypothesis Testers
Replicable testers can be assumed to threshold a deterministic statistic against a random number, and this canonical structure yields improved sample-complexity bounds for several classic testing problems.