iDARTS:DifferentiableArchitectureSearchwithStochasticImplicitGradientsMiaoZhang12StevenSu2ShiruiPan1XiaojunChang1EhsanAbbasnejad3RezaHaffari1Abstractplications(Renetal.,2020;Chengetal.,2020;Cheneta...
High-DimensionalGaussianProcessInferencewithDerivativesFilipdeRoos12AlexandraGessner12PhilippHennig12AbstractwhichhascausedconsiderableinterestinGPmodelingduetothewidevarietyofapplicationsinwhichde...
GuidedExplorationwithProximalPolicyOptimizationusingaSingleDemonstrationGabrieleLibardi1SebastianDittert1GianniDeFabritiis12AbstractLearningfromdemonstrationsallowstodirectlybypassthisproblembutito...
Goal-ConditionedReinforcementLearningwithImaginedSubgoalsElliotChane-Sane1CordeliaSchmid1IvanLaptev1AbstractFigure1.IllustrationoftheKL-regularizedpolicylearningusingimaginedsubgoals.(Left):Thepoli...
GeneratingimageswithsparserepresentationsCharlieNash1JacobMenick1SanderDieleman1PeterBattaglia1AbstractFigure1.Imagesoftenhavesparsestructure,withsalientcontentdistributedunevenlyacrosslocations.Ou...
GeneralizationGuaranteesforNeuralArchitectureSearchwithTrain-ValidationSplitSametOymak1MingchenLi2MahdiSoltanolkotabi3Abstractportantfordeeplearningapplicationswheretherearemanypossibilitiesforchoo...
Large-ScaleMeta-LearningwithContinualTrajectoryShiftingJaeWoongShin1HaeBeomLee1BoqingGong21SungJuHwang13Abstractexamples(Lakeetal.,2015;Vinyalsetal.,2016;Santoroetal.,2016;Snelletal.,2017;Finnetal....
Large-MarginContrastiveLearningwithDistancePolarizationRegularizerShuoChen1GangNiu1ChenGong2JunLi2JianYang2MasashiSugiyama13AbstractIntra/Inter-ClusterDistanceEnlargementPolarizationContrastivelear...
K-shotNAS:LearnableWeight-SharingforNASwithK-shotSupernetsXiuSu1ShanYou23MingkaiZheng2FeiWang2ChenQian2ChangshuiZhang3ChangXu1Abstractefforthavedevotedtodesigningsophisticatedstructures,suchasResNe...
Fixed-ParameterandApproximationAlgorithmsforPCAwithOutliersYogeshDahiya1FedorFomin2FahadPanolan3KirillSimonov2AbstractYoung,1936),PCAisefficientlysolvableviaSingularValueDecomposition(SVD).PCAisuse...
FindingtheStochasticShortestPathwithLowRegret:TheAdversarialCostandUnknownTransitionCaseLiyuChen1HaipengLuo1Abstractendwithinafixednumberofstepsisextensivelystudiedinrecentyears(oftenknownasepisodi...
Few-shotConformalPredictionwithAuxiliaryTasksAdamFisch1TalSchuster1TommiJaakkola1ReginaBarzilay1Abstractforcreatingconfidence-basedsetpredictions(Vovketal.,2005).Concretely,supposewehavebeengivenne...
FederatedContinualLearningwithWeightedInter-clientTransferJaehongYoon1WonyongJeong12GiwoongLee1EunhoYang12SungJuHwang12AbstractFigure1.Concept.Acontinuallearneratahospitalwhichlearnsonsequenceofdis...
FastAlgorithmsforStackelbergPredictionGamewithLeastSquaresLossJialiWang1HeChen2RujunJiang1XudongLi1ZihaoLi2Abstractcertainareas,suchascybersecurity,thenatureofapplica-tionsrequireshighrobustnessofM...
FairnessforImageGenerationwithUncertainSensitiveAttributesAjilJalal1SushrutKarmalkar2JessicaHoffmann2AlexandrosG.Dimakis1EricPrice2Abstractrecentcontroversieshaveeruptedoverhowcurrentmachinelearnin...
FairClassificationwithNoisyProtectedAttributes:AFrameworkwithProvableGuaranteesL.ElisaCelis1LingxiaoHuang2VijayKeswani1NisheethK.Vishnoi3Abstractξ0:=(f=1).Then,givenaperformancefunction,fairnessco...
ExponentialReductioninSampleComplexitywithLearningofIsingModelDynamicsArkopalDutt1AndreyY.Lokhov2MarcVuffray2SidhantMisra2Abstractmeasurementsandexperiments.Asthesesamplesaretime-consumingorcostlyt...
ExplainingTimeSeriesPredictionswithDynamicMasksJonathanCrabbe´1MihaelavanderSchaar123Abstractofexplainableartificialintelligence(XAI)thrived(BarredoArrietaetal.,2020;Das&Rad,2020;Tjoa&Guan,2020).H...
ExplainableAutomatedGraphRepresentationLearningwithHyperparameterImportanceXinWang1ShuyiFan1KunKuang2WenwuZhu1Abstract1.IntroductionCurrentgraphrepresentation(GR)algorithmsre-Graphrepresentation(GR...
EvolvingAttentionwithResidualConvolutionsYujingWang1YamingYang2JiangangBai12MingliangZhang12JingBai2JingYu3CeZhang4GaoHuang5YunhaiTong1Abstract8079.6379.1Transformerisaubiquitousmodelfornaturallan-...