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Michael P. Kim

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Making Decisions under Outcome PerformativityITCS 20232023-01-10
Defines performative omnipredictor: a regression p(x,y') that, after a simple post‑processing, simultaneously approximates performative optima for any loss set…
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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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A Complexity-Theoretic Perspective on FairnessMeet the Fellows Welcome Event2021-09-08
Defines multi-calibration as calibration not just overall but on subpopulations specified by a computational class, and shows how to reduce learning such…
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