FairLearningwithPrivateDemographicDataHusseinMozannar1MesrobOhannessian2NathanSrebro3Abstractfinancesandsimilarincomelevels.SupposingApplewastryingtomakesureitslearnedmodelwasnondiscrimina-Sensitiv...
ExtragradientwithplayersamplingforfasterNashequilibriumfindingSamyJelassi1CarlesDomingo-Enrich2DamienScieur3ArthurMensch42JoanBruna2Abstractvexn-playergames,forwhichNashequilibriaexist(Rosen,1965)....
MaximumLikelihoodwithBias-CorrectedCalibrationisHard-To-BeatatLabelShiftAdaptationAmrM.Alexandari1AnshulKundaje12AvantiShrikumar1Abstract1.IntroductionLabelshiftreferstothephenomenonwheretheImagine...
EstimatingQ(s,s)withDeepDeterministicDynamicsGradientsAshleyD.Edwards1HimanshuSahni2RosanneLiu13JaneHung1AnkitJain1RuiWang1AdrienEcoffet1ThomasMiconi1CharlesIsbell2JasonYosinski13AbstractActionat+1...
EncodingMusicalStylewithTransformerAutoencodersKristyChoi1CurtisHawthorne2IanSimon2MonicaDinculescu2JesseEngel2Abstracttwofold.First,Transformers(Vaswanietal.,2017)andtheirvariantsexcelasunconditio...
EfficientlySolvingMDPswithStochasticMirrorDescentYujiaJin1AaronSidford1AbstractanMDPgivenonlyrestrictedaccesstothemodel.Inpar-ticular,weconsidertheproblemofcomputingan-optimalInthispaperwepresentau...
EfficientlyLearningAdversariallyRobustHalfspaceswithNoiseOmarMontasser1SurbhiGoel2IliasDiakonikolas3NathanSrebro1AbstractTheinformation-theoreticaspectsofadversariallyrobustlearninghavebeenstudiedi...
EfficientInterventionDesignforCausalDiscoverywithLatentsRaghavendraAddanki1ShivaPrasadKasiviswanathan2AndrewMcGregor1CameronMusco1Abstractmorethanthreedecades,forthesereasonsithasreceivedincreasing...
EfficientandScalableBayesianNeuralNetswithRank-1FactorsMichaelW.Dusenberry†1GhassenJerfel12YemingWen13Yi-AnMa14JasperSnoek1KatherineHeller12BalajiLakshminarayanan1DustinTran1Abstractdeeplearning.I...
DualityinRKHSswithInfiniteDimensionalOutputs:ApplicationtoRobustLossesPierreLaforgue1AlexLambert1LucBrogat-Motte1Florenced’Alche´-Buc1Abstractandvariantscopewithdiscretestructures(Tsochantaridise...
Doublyrobustoff-policyevaluationwithshrinkageYiSu1MariaDimakopoulou2AkshayKrishnamurthy3MiroslavDud´ık3Abstractsubroutinesforoptimizingapolicy(Dud´ıketal.,2011).Weproposeanewframeworkfordesigni...
DistanceMetricLearningwithJointRepresentationDiversificationXuChu12YangLin12YashaWang23XitingWang4HailongYu12XinGao12QiTong25AbstractFigure1.Thearchitecturesofembeddinglossmethodsandclassifi-cation...
DetectingOut-of-DistributionExampleswithGramMatricesChandramouliS.Sastry1SageevOore1Abstracttion.Suchexamplesareoftenreferredtoasbeingout-of-distribution(OOD),andwhiletheirexistencehasbeenwell-When...
DescriptionBasedTextClassificationwithReinforcementLearningDuoChai1WeiWu1QinghongHan1WuFei2JiweiLi1AbstractStandardly,textclassificationisdividedintothefollowingtwosteps:(1)textfeatureextraction:as...
DeepReinforcementLearningwithSmoothPolicyQianliShen1YanLi2HaomingJiang2ZhaoranWang3TuoZhao2Abstractquiresasignificantamountoftrainingdata,andsuffersfromnumeroustrainingdifficultiessuchasoverfitting...
DecentralisedLearningwithDistributedGradientDescentandRandomFeaturesDominicRichards1PatrickRebeschini1LorenzoRosasco234Abstractofnewdatapoints.Duetothegrowingsizeofmoderndatasetsandcomplexityofmany...
Data-EfficientImageRecognitionwithContrastivePredictiveCodingOlivierJ.He´naff1AravindSrinivas2JeffreyDeFauw1AliRazavi1CarlDoersch1S.M.AliEslami1AaronvandenOord1Abstract2xfewerlabelsHumanobserversc...
CounteringLanguageDriftwithSeededIteratedLearningYuchenLu1SoumyeSinghal1FlorianStrub2OlivierPietquin3AaronCourville14Abstractrisetoinconsistentbehaviorsingoal-orientedlanguageset-tings,suchasquesti...
CorrelationClusteringwithAsymmetricClassificationErrorsJafarJafarov1SanchitKalhan2KonstantinMakarychev2YuryMakarychev3AbstractinliteraturesinceitwasintroducedbyBansal,Blum,andChawla(2004)(seee.g.,(...
Cost-EffectiveInteractiveAttentionLearningwithNeuralAttentionProcessesJayHeo1JunhyeonPark1HyewonJeong1KwangjoonKim2JuhoLee3EunhoYang13SungJuHwang13Abstractofthemodel,atthesametime,makesitdifficultt...