Catformer:DesigningStableTransformersviaSensitivityAnalysisJaredQuincyDavis12AlbertGu1KrzysztofChoromanski34TriDao1ChristopherRe1ChelseaFinn13PercyLiang1Abstracttoamelioratethesechallenges,theyrequ...
RepresentationsforStableOff-PolicyReinforcementLearningDibyaGhosh1MarcBellemare1Abstract1995;Tsitsiklis&Roy,1996).Despitethispotentialforfailure,Q-learningandothertemporal-differencealgorithmsReinf...
CounterfactualCross-Validation:StableModelSelectionProcedureforCausalInferenceModelsYutaSaito1ShotaYasui2Abstractaslabeltotrainpredictionmodels.MostpreviousstudiesrelatedtotheCATEpredictionfocusedo...
StableandFairClassificationLingxiaoHuang1NisheethK.Vishnoi2Abstractnessmetric(statisticalrate,thatmeasuresthediscrepancybetweenthepositiveproportionsoftwogroups;seeEq.(4))Inarecentstudy,Friedlereta...
IterativeLinearizedControl:StableAlgorithmsandComplexityGuaranteesVincentRoulet1SiddharthaSrinivasa2DmitriyDrusvyatskiy3ZaidHarchaoui1AbstractWehighlighttheequivalenceofdynamicprogrammingandgradien...
IMEXnet-AForwardStableDeepNeuralNetworkEldadHaber12KeeganLensink12EranTreister3LarsRuthotto4Abstract(ResNets)haveshowntobesuccessfulindealingwithmanydifferenttasks(Gomezetal.,2017;Heetal.,2016b;a;L...
FastandStableMaximumLikelihoodEstimationforIncompleteMultinomialModelsChenyangZhang1GuoshengYin1Abstractplesareincompleteinthecaseofpartialorconditionalclassification.Forsomeobservations,asubsetofc...
LearningStableStochasticNonlinearDynamicalSystemsJonasUmlauft1SandraHirche1Abstractrobotictaskisgiventhroughhumandemonstrations,e.g.,objectgrasping.ThegoalistorepresentthemotionwithaAdata-drivenide...
FasterPrincipalComponentRegressionandStableMatrixChebyshevApproximationZeyuanAllen-Zhu1YuanzhiLi2AbstracttasksofPCPandPCRbecometrivialbecausetheprojec-tionmatrixcanbeconstructedexplicitly.Wesolvepr...