AdaptiveNewtonSketch:Linear-timeOptimizationwithQuadraticConvergenceandEffectiveHessianDimensionalityJonathanLacotte1YifeiWang1MertPilanci1Abstract1.IntroductionWeproposearandomizedalgorithmwithWec...
AdaptingtoMisspecificationinContextualBanditswithOfflineRegressionOraclesSanathKumarKrishnamurthy1VitorHadad2SusanAthey2Abstractwhosedistributionmaydependonthecontextandaction.Theobjectiveofthealgo...
ActiveFeatureAcquisitionwithGenerativeSurrogateModelsYangLi1JunierB.Oliva1Abstractparadigmissuccessfulinamultitudeofdomains,itisincon-gruouswiththeexpectationsofmanyreal-worldintelligentManyreal-wo...
AccuratePostTrainingQuantizationwithSmallCalibrationSetsItayHubara12YuryNahshan1YairHanani1RonBanner1DanielSoudry2Abstract1.IntroductionLately,post-trainingquantizationmethodshaveThepursuitofadvanc...
AccumulatedDecoupledLearningwithGradientStalenessMitigationforConvolutionalNeuralNetworksHuipingZhuang1ZhenyuWeng1FulinLuo1Kar-AnnToh2HaizhouLi3ZhipingLin1Abstractefficiency,thedecoupledlearning(Ja...
AcceleratingSafeReinforcementLearningwithConstraint-mismatchedBaselinePoliciesTsung-YenYang1JustinianRosca2KarthikNarasimhan1PeterJ.Ramadge1Abstractorothercosts.Forinstance,whenyoudriveanunfamiliar...
AcceleratingGossipSGDwithPeriodicGlobalAveragingYimingChen1KunYuan1YingyaZhang1PanPan1YinghuiXu1WotaoYin1AbstractMETHODEPOCHACC.%TIME(HRS.)CommunicationoverheadhindersthescalabilityPARALLELSGD12076...
AsynchronousDecentralizedOptimizationwithImplicitStochasticVarianceReductionKentaNiwa12GuoqiangZhang3W.BastiaanKleijn4NoboruHarada12HiroshiSawada1AkinoriFujino1AbstractOurgoalistofacilitateMLmodelt...
AsymmetricLossFunctionsforLearningwithNoisyLabelsXiongZhou12XianmingLiu12JunjunJiang12XinGao32XiangyangJi4AbstractToalleviatetheimpactoflabelnoisetoclassifierlearning,onepopularresearchlineistodesi...
APS:ActivePretrainingwithSuccessorFeaturesHaoLiu1PieterAbbeel1Abstract2019;Vinyalsetal.,2019;Badiaetal.,2020a)andsolvingcomplexroboticcontroltasks(Andrychowiczetal.,2017;Weintroduceanewunsupervised...
AFunctionalPerspectiveonLearningSymmetricFunctionswithNeuralNetworksAaronZweig1JoanBruna12AbstractSuchsymmetricfunctionsappearnaturallyacrossseveraldomains,includingparticlephysics,computergraphics...
ADifferentiablePointProcesswithItsApplicationtoSpikingNeuralNetworksHiroshiKajino1Abstractraisesthefollowingquestion:howmuchofthecurrentper-formancegapscanbeattributedtothisdifferenceonneuralThispa...
ABitMoreBayesian:Domain-InvariantLearningwithUncertaintyZehaoXiao1JiayiShen1XiantongZhen12LingShao2CeesG.M.Snoek1AbstractLietal.,2018a)orspecificarchitectures(Lietal.,2017;D’Innocente&Caputo,2018)...
1-bitAdam:CommunicationEfficientLarge-ScaleTrainingwithAdam’sConvergenceSpeedHanlinTang12ShaoduoGan3AmmarAhmadAwan1SamyamRajbhandari1ConglongLi1XiangruLian2JiLiu2CeZhang3YuxiongHe1Abstract1.Introd...
ATheoryofHighDimensionalRegressionwithArbitraryCorrelationsbetweenInputFeaturesandTargetFunctions:SampleComplexity,MultipleDescentCurvesandaHierarchyofPhaseTransitionsGabrielC.Mel1SuryaGanguli2Abst...
ASharpAnalysisofModel-basedReinforcementLearningwithSelf-PlayQinghuaLiu1TianchengYu2YuBai3ChiJin1Abstract1.IntroductionModel-basedalgorithms—algorithmsthatexploreThispaperisconcernedwiththeproblem...
VoiceSeparationwithanUnknownNumberofMultipleSpeakersEliyaNachmani12YossiAdi1LiorWolf12Abstractthispartialrepresentations.Sincetheorderofthespeakersisconsideredarbitrary(itishardtosortvoices),oneuse...
VideoOneNet:BidirectionalConvolutionalRecurrentOneNetwithTrainableDataStepsforVideoProcessingZolta´nA´.Milacski1Barnaba´sPo´czos2Andra´sLo˝rincz1Abstractthestate-of-the-artonmanydataprocessin...
VFlow:MoreExpressiveGenerativeFlowswithVariationalDataAugmentationJianfeiChen12ChengLu1BiqiChenli12JunZhu12TianTian12AbstractInvertibletransformationstepAugmenteddimensionsTransformeddataInternalhi...
VariationalImitationLearningwithDiverse-qualityDemonstrationsVootTangkaratt1BoHan21MohammadEmtiyazKhan1MasashiSugiyama13Abstractanassumptionthatdiversityiscausedbynoise-densities.Learningfromdemons...