MixedNashEquilibriaintheAdversarialExamplesGameLaurentMeunier12MeyerScetbon3RafaelPinot4JamalAtif1YannChevaleyre1AbstractAlongthisline,(Pinotetal.,2020)demonstrated,usinggametheory,thatrandomizedcl...
JoiningdatasetsviadataaugmentationinthelabelspaceforneuralnetworksJakeZhao(Junbo)1MingfengOu23LinjiXue2YunkaiCui2SaiWu1GangChen1Abstractinstead,itsversatilitycanbesubstantiallyenhancedbyanovelframe...
integerProgrammingforCausalStructureLearninginthePresenceofLatentVariablesRuiChen1SanjeebDash2TianGao2Abstractscore-basedandconstraint-basedapproaches.Score-basedmethodsuseascore–suchasBayesiansco...
in-DatabaseRegressionininputSparsityTimeRajeshJayaram1AlirezaSamadian2DavidP.Woodruff1PengYe3Abstract1.introductionSketchingisapowerfuldimensionalityreductionSketchingisanimportanttoolfordimensiona...
ImprovingBreadth-WiseBackpropagationinGraphNeuralNetworksHelpsLearningLong-RangeDependenciesDenisLukovnikov1AsjaFischer1Abstract2020),(2)over-smoothing(Lietal.,2018;Chenetal.,2019;Zhao&Akoglu,2020;...
ImprovingGeneralizationinMeta-learningviaTaskAugmentationHuaxiuYao†1Long-KaiHuang2LinjunZhang3YingWei4LiTian2JamesZou1JunzhouHuang2ZhenhuiLi5Abstractquicklylearninganewtaskwithaslittleasafewexampl...
ImprovedRegretBoundandExperienceReplayinRegularizedPolicyIterationNevenaLazic´1DongYin1YasinAbbasi-Yadkori1CsabaSzepesva´ri12AbstractproposedbyEven-Daretal.(2009),wheretheagentse-lectspoliciesbyr...
ImplicitRegularizationinTensorFactorizationNoamRazin1AsafMaman1NadavCohen1Abstracttofittingbypredictorsoflowercomplexity.Amajorchal-lengeinformalizingthisintuitionisthatwelackdefinitionsRecenteffor...
HowImportantistheTrain-ValidationSplitinMeta-Learning?YuBai1MinshuoChen2PanZhou1TuoZhao2JasonD.Lee3ShamKakade4HuanWang1CaimingXiong1Abstract1.introductionMeta-learningaimstoperformfastadaptationMet...
HierarchicalAgglomerativeGraphClusteringinNearly-LinearTimeLaxmanDhulipala1DavidEisenstat2JakubŁa˛cki2VahabMirrokni2JessicaShi1Abstractfirstproposednearly50yearsago(King,1967;Lance&Williams,1967;...
GradientDisaggregation:BreakingPrivacyinFederatedLearningbyReconstructingtheUserParticipantMatrixMaximilianLam1Gu-YeonWei1DavidBrooks1VijayJanapaReddi1MichaelMitzenmacher1Abstractorwearables,andmai...
GeometryoftheLossLandscapeinOverparameterizedNeuralNetworks:SymmetriesandinvariancesBerfinS¸ims¸ek12Franc¸oisGed1ArthurJacot1FrancescoSpadaro1Cle´mentHongler1WulframGerstner2JohanniBrea2Abstrac...
GeneralizationBoundsinthePresenceofOutliers:aMedian-of-MeansStudyPierreLaforgue1GuillaumeStaerman2StephanClémençon2Abstractcorruptionoftheobservationsacquired.Fromastatisticalperspective,twoframe...
FeatureClusteringforSupportIdentificationinExtremeRegionsHamidJalalzai12Re´miLeluc1Abstractseveralrecentstudies:inanomalydetection(Roberts,1999;Cliftonetal.,2011;Goixetal.,2016;Thomasetal.,2017),U...
FastactivelearningforpureexplorationinreinforcementlearningPierreMénard1OmarDarwicheDomingues2EmilieKaufmann23AndersJonsson4EdouardLeurent2MichalValko235Abstracthowtoexploreefficiently.inparticula...
FairnessofExposureinStochasticBanditsLequnWang1YiweiBai1WenSun1ThorstenJoachims1AbstractWhilemaximizinguserresponsesmayarguablybeintheinterestoftheplatformanditsusersatleastintheshortterm,Contextua...
FairnessandBiasinOnlineSelectionJose´Correa1Andre´sCristi1PaulDu¨tting2AshkanNorouzi-Fard2Abstractalsoitnaturallyencompassesmanyreal-worlddecisionmak-ingprocesseswherebiasedevaluationsshouldbeav...
ExponentialReductioninSampleComplexitywithLearningofIsingModelDynamicsArkopalDutt1AndreyY.Lokhov2MarcVuffray2SidhantMisra2Abstractmeasurementsandexperiments.Asthesesamplesaretime-consumingorcostlyt...
ExponentiallyManyLocalMinimainQuantumNeuralNetworksXuchenYou12XiaodiWu12Abstractso-calledvariationalquantummethod(e.g.,Peruzzoetal.(2014)),arethemajorcandidatesofapplicationsthatcanbeQuantumNeuralN...