UnderstandingandMitigatingAccuracyDisparityinRegressionJianfengChi1YuanTian1GeoffreyJ.Gordon2HanZhao3Abstractcases,BuolamwiniandGebru(2018)showedthatnotableaccuracydisparityexistsacrossdifferentrac...
TowardsUnderstandingandMitigatingSocialBiasesinLanguageModelsPaulPuLiang1ChiyuWu1Louis-PhilippeMorency1RuslanSalakhutdinov1AbstractZhaoetal.,2017).Morerecently,languagemodels(LMs)areincreasinglyuse...
UnderstandingandMitigatingtheTradeoffBetweenRobustnessandAccuracyAditiRaghunathan1SangMichaelXie1FannyYang2JohnC.Duchi1PercyLiang1AbstractStdErr(AT)-StdErr(Std)(%)ε=1/255Figure1.Gapbetweenthestan-...
Invertiblegenerativemodelsforinverseproblems:MitigatingrepresentationerroranddatasetbiasMuhammadAsim1MaxDaniels2OscarLeong3AliAhmed†1PaulHand†2Abstract1.IntroductionTrainedgenerativemodelshavesho...
ConQUR:MitigatingDelusionalBiasinDeepQ-learningDiJia(Andy)Su12JaydenOoi1TylerLu1DaleSchuurmans13CraigBoutilier1Abstract&Smart,2004;Melo&Ribeiro,2007;Maeietal.,2010;Munosetal.,2016);butitremainsdif...
Shallow-DeepNetworks:UnderstandingandMitigatingNetworkOverthinkingYigitcanKaya1SanghyunHong1TudorDumitras,1Abstractperformevencomplextasks,suchasdrivingorplayingthepiano,withlittlementaleffort(Kahn...
MitigatingBiasinAdaptiveDataGatheringviaDifferentialPrivacySethNeel1AaronRoth2Abstracttialclinicaltrialsmayhaltorre-allocatecertaintreatmentgroupsduetopreliminaryresults,andempiricalscientistsDatat...