We study the problem of testing discrete distributions with a focus on the high probability regime.
Specifically, given samples from one or more discrete distributions, a property \mathcal{P}, and
parameters 0< \epsilon, \delta <1, we want to distinguish {\em with probability at least 1-\delta}
whether these distributions satisfy \mathcal{P} ...
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