SiameseXML:SiameseNetworksmeetExtremeClassifierswith100MLabelsKunalDahiya1AnanyeAgarwal1DeepakSaini2GururajK3JianJiao3AmitSingh3SumeetAgarwal1PurushottamKar42ManikVarma21Abstractdescriptionse.g.,pr...
PopSkipJump:Decision-BasedAttackforProbabilisticClassifiersCarl-JohannSimon-Gabriel1NomanAhmedSheikh1AndreasKrause1Abstractnoisyorprobabilisticclassificationoutputs–aquitenaturalandcommonsettingin...
BoundingtheFairnessandAccuracyofClassifiersfromPopulationStatisticsSivanSabato12andEladYom-Tov2Abstractfairnesswithrespecttothestateofresidence(assumingaUS-basedpopulation).Accuracyandfairnessareea...
TrainingWell-GeneralizingClassifiersforFairnessMetricsandOtherData-DependentConstraintsAndrewCotter1MayaGupta1HeinrichJiang1NathanSrebro2KarthikSridharan3SerenaWang1BlakeWoodworth2SeungilYou4Abstra...
RobustInferenceviaGenerativeClassifiersforHandlingNoisyLabelsKiminLee1SukminYun1KibokLee2HonglakLee32BoLi4JinwooShin15Abstract2018)orwebdata(Krauseetal.,2016).Machine-generatedlabelsareoftenused;e....
OptimalityImpliesKernelSumClassifiersareStatisticallyEfficientRaphaelA.Meyer1JeanHonorio1AbstractweconsiderbinaryclassificationwithKernelSupportVec-torMachines(SVM),whicharecomputedbysolvingaWeprop...
LearningClassifiersforTargetDomainwithLimitedorNoLabelsPengkaiZhu1HanxiaoWang1VenkateshSaligrama1Abstractcollectionviewpointsasexemplifiedbydomainadaptation(DA)(Tzengetal.,2017).Incomputervisionapp...
FairnesswithoutHarm:DecoupledClassifierswithPreferenceGuaranteesBerkUstun1YangLiu2DavidC.Parkes1AbstractManyoftheproposedmethodsforfairmachinelearninghaveaimedtobuildmodelsthatpredictorperforminthe...
DoImageNetClassifiersGeneralizetoImageNet?BenjaminRecht⇤1RebeccaRoelofs1LudwigSchmidt1VaishaalShankar1AbstractConventionalwisdomsuggeststhatsuchdropsarisebecausethemodelshavebeenadaptedtothespeci...
AutomaticClassifiersasScientificInstruments:OneStepFurtherAwayfromGround-TruthJacobWhitehill1AnandRamakrishnan1Abstractotherfieldsbyservingasscientificinstrumentsthatcanmeasurebehavioral,medical,so...
AreGenerativeClassifiersMoreRobusttoAdversarialAttacks?YingzhenLi1JohnBradshaw23YashSharma4AbstractAdversarialtraining,whichaugmentsthetrainingdatawithadversariallyperturbedinputs,hasshownmoderates...
DoesDistributionallyRobustSupervisedLearningGiveRobustClassifiers?WeihuaHu12GangNiu2IsseiSato12MasashiSugiyama21AbstractDistributionallyRobustSupervisedLearning(DRSL)isapromisingparadigmtotacklethi...
Large-ScaleEvolutionofImageClassifiersEstebanReal1SherryMoore1AndrewSelle1SaurabhSaxena1YutakaLeonSuematsu2JieTan1QuocV.Le1AlexeyKurakin1AbstractItisthereforenotsurprisingthatinrecentyears,tech-niq...