FrequencyBiasinNeuralNetworksforinputofNon-UniformDensityRonenBasri1MeiravGalun1AmnonGeifman1DavidJacobs2YoniKasten1ShiraKritchman1AbstractEpoch=3Epoch=100Recentworkshavepartlyattributedthegenerali...
Finite-TimeLast-IterateConvergenceforMulti-AgentLearninginGamesTianyiLin1ZhengyuanZhou2PanayotisMertikopoulos3Michael.I.Jordan4Abstractselectingarouteinatrafficnetwork).inthispaper,weconsidermulti-...
Finite-TimeConvergenceinContinuous-TimeOptimizationOrlandoRomero1MouhacineBenosman2AbstractsmoothBanachspaceX(typicallyaEuclideanorotherwisefinite-dimensionalrealvectorspaceinnonlinearprogram-inthi...
FastComputationofNashEquilibriainImperfectinformationGamesRemiMunos1JulienPerolat1Jean-BaptisteLespiau1MarkRowland1BartDeVylder1MarcLanctot1FinbarrTimbers1DanielHennes1ShayeganOmidshafiei1AudrunasG...
ExtrapolationforLarge-batchTraininginDeepLearningTaoLin1LingjingKong1SebastianU.Stich1MartinJaggi1Abstract2017)isusedtoreducethegradientcomputationroundssoastoacceleratethetraining.However,inpracti...
ExplainingGroupsofPointsinLow-DimensionalRepresentationsGregoryPlumb1JonathanTerhorst2SriramSankararaman3AmeetTalwalkar14AbstractFigure1:Arepresentationlearnedforasingle-cellRNAsequencedatasetusing...
EstimatingModelUncertaintyofNeuralNetworksinSparseinformationFormJongseokLee1MatthiasHumt1JianxiangFeng12RudolphTriebel12Abstractferencewhatlinearmapsareforalgebra.Forexample,oncetheposteriordistri...
EntropyMinimizationinEmergentLanguagesEugeneKharitonov1RahmaChaabouni12DianeBouchacourt1MarcoBaroni13AbstractChevalier-Boisvertetal.,2019).Thepursuitmightalsoprovidecomparativeevidenceabouthowcorep...
EmpiricalStudyoftheBenefitsofOverparameterizationinLearningLatentVariableModelsRares-DariusBuhai1YoniHalpern2YoonKim3AndrejRisteski4DavidSontag1Abstractgoalisfrequentlytoconfirmorrejectwhetherapart...
EmergenceofSeparableManifoldsinDeepLanguageRepresentationsJonathanMamou1HangLe2MiguelADelRio2CoryStephenson1HanlinTang1YoonKim3SueYeonChung24Abstract1.introductionandRelatedWorkDeepneuralnetworks(D...
EfficientOptimisticExplorationinLinear-QuadraticRegulatorsviaLagrangianRelaxationMarcAbeille1AlessandroLazaric2AbstractConfidence-basedexploration.Bittantietal.(2006)intro-ducedanadaptivecontrolsys...
EffcientContinuousParetoExplorationinMulti-TaskLearningPingchuanMa1TaoDu1WojciechMatusik1Abstractgiverisetoasetofsolutions,knownastheParetoset,withvaryingpreferencesondifferentobjectives.Tasksinmul...
EfficientIdentificationinLinearStructuralCausalModelswithAuxiliaryCutsetsDanielKumor1CarlosCinelli2EliasBareinboim3Abstractysisinthefirstplace.Forinstance,ahealthscientistmaybeinterestedinknowingth...
DualityinRKHSswithinfiniteDimensionalOutputs:ApplicationtoRobustLossesPierreLaforgue1AlexLambert1LucBrogat-Motte1Florenced’Alche´-Buc1Abstractandvariantscopewithdiscretestructures(Tsochantaridise...
DoubleTroubleinDoubleDescent:BiasandVariance(s)intheLazyRegimeSte´phaned’Ascoli1MariaRefinetti1GiulioBiroli1FlorentKrzakala1Abstractrecognition(Hintonetal.,2012),andautomatictransla-tion(Sutskeve...
DistributionallyRobustPolicyEvaluationandLearninginOfflineContextualBanditsNianSi1FanZhang1ZhengyuanZhou2JoseBlanchet1Abstractnomenonintheseapplications,canbeintelligentlyexploitedtoachievebetterou...
DisentanglingTrainabilityandGeneralizationinDeepNeuralNetworksLechaoXiao1JeffreyPennington1SamuelS.Schoenholz1Abstract2019),andplayinggames(Silveretal.,2018).Histori-cally,therampantsuccessofdeeple...
DiscriminativeJackknife:QuantifyingUncertaintyinDeepLearningviaHigher-OrderinfluenceFunctionsAhmedM.Alaa1MihaelavanderSchaar12Abstractsupport(Alaa&vanderSchaar,2017),autonomousve-hicles,andfinancia...
DiscountFactorasaRegularizerinReinforcementLearningRonAmit1RonMeir1KamilCiosek2Abstractetal.,2019;Zhaoetal.,2019).inparticular,generalizationiscriticalforsuccessfullydeployingRLagentsthatwereSpecif...
Curvature-correctedlearningdynamicsindeepneuralnetworksDongsungHuh1AbstractWhilerecentadvancesinapproximateNGDmethods(e.g.K-FAC)havedramaticallyimprovedthecomputationalef-Deepneuralnetworksexhibitc...