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Comparative Learning: A Sample Complexity Theory for Two Hypothesis ClassesITCS 20232023-01-10
Defines Comparative Learning and proves that the sample complexity is governed by the mutual VC dimension, not the individual VC dimensions; gives a…
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Loss Minimization through the lens of Outcome IndistinguishabilityITCS 20232023-01-10
Paper proves that requiring loss OI—Outcome Indistinguishability for a loss-derived distinguisher class—is sufficient to get an Omnipredictor, with learning…
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