RethinkingBias-VarianceTrade-offforGeneralizationofNeuralNetworksZitongYang1YaodongYu1ChongYou1JacobSteinhardt12YiMa1Abstractfromamismatchbetweenthemodelclassandtheunder-lyingdatadistribution,andis...
IsThereaTrade-offBetweenFairnessandAccuracy?APerspectiveUsingMismatchedHypothesisTestingSanghamitraDutta12DennisWei1HazarYueksel1Pin-YuChen1SijiaLiu1KushR.Varshney1Abstract2012;Agarwaletal.,2018;Ha...
TheoreticallyPrincipledTrade-offbetweenRobustnessandAccuracyHongyangZhang12YaodongYu3JiantaoJiao4EricP.Xing15LaurentElGhaoui4MichaelI.Jordan4Abstractblocksforarangeofsecurity-criticalsystemsandappl...
BoundingUserContributions:ABias-VarianceTrade-offinDifferentialPrivacyKareemAmin1AlexKulesza1AndresMun˜ozMedina1SergeiVassilvitskii1Abstractthatthepresenceofanysingleuserinthedatasetcannotbeaccura...