JustTrainTwice:ImprovingGroupRobustnesswithoutTrainingGroupInformationEvanZheranLiu1BehzadHaghgoo1AnnieS.Chen1AditiRaghunathan1PangWeiKoh1ShioriSagawa1PercyLiang1ChelseaFinn1Abstractcanbeespecially...
JustHowToxicisDataPoisoning?AUnifiedBenchmarkforBackdoorandDataPoisoningAttacksAviSchwarzschild1MicahGoldblum2ArjunGupta3JohnP.Dickerson2TomGoldstein2AbstractAtthisscale,itisofteninfeasibletoproper...
Don’tJustBlameOver-parametrizationforOver-confidence:TheoreticalAnalysisofCalibrationinBinaryClassificationYuBai1SongMei2HuanWang1CaimingXiong1AbstractWideResNetonImageNetRealizableLogisticRegress...
BeingBayesian,EvenJustaBit,FixesOverconfidenceinReLUNetworksAgustinusKristiadi1MatthiasHein1PhilippHennig12Abstract2016).Themostobviouscasesaretestpointsthatlie“faraway”fromthetrainingdata.Manyme...
JustSortIt!ASimpleandEffectiveApproachtoActivePreferenceLearningLucasMaystre1MatthiasGrossglauser1Abstractchosencomparisonsaresufficient.Inthiswork,wedemon-stratethatsortingalgorithmscanalsobehelpf...