SUNRISE:ASimpleUnifiedFrameworkforEnsembleLearninginDeepReinforcementLearningKiminLee1MichaelLaskin1AravindSrinivas1PieterAbbeel1Abstractefficientmodel-freeRLalgorithmsthroughimprovementsinoff-poli...
OfMomentsandMatching:AGame-TheoreticFrameworkforClosingtheImitationGapGokulSwamy1SanjibanChoudhury2J.AndrewBagnell12ZhiweiStevenWu3AbstractE()f()E()f()E()f()Weprovideaunifyingviewofalargefamilyof(a...
Learn-to-Share:AHardware-friendlyTransferLearningFrameworkExploitingComputationandParameterSharingChengFu1HanxianHuang1XinyunChen2YuandongTian3JishenZhao1AbstractFigure1:RoadmapofGLUEscorev.s.total...
GMAC:ADistributionalPerspectiveonActor-CriticFrameworkDanielWontaeNam1YounghoonKim1ChanY.Park1Abstract(a)TheobservationinputInthispaper,wedeviseadistributionalframe-(b)Theevaluatedvaluedistribution...
FairClassificationwithNoisyProtectedAttributes:AFrameworkwithProvableGuaranteesL.ElisaCelis1LingxiaoHuang2VijayKeswani1NisheethK.Vishnoi3Abstractξ0:=(f=1).Then,givenaperformancefunction,fairnessco...
FL-NTK:ANeuralTangentKernel-basedFrameworkforFederatedLearningAnalysisBaiheHuang1XiaoxiaoLi2ZhaoSong3XingYang4Abstractfrompersonaldata.Thesepersonaldataaresubjecttoreg-ulationssuchasCaliforniaConsu...
DFACFramework:FactorizingtheValueFunctionviaQuantileMixtureforMulti-AgentDistributionalQ-LearningWei-FangSun123Cheng-KuangLee2Chun-YiLee1Abstractoptimizetheoverallrewardsineachepisode.Nevertheless,...
BilinearClasses:AStructuralFrameworkforProvableGeneralizationinRLSimonS.Du1ShamM.Kakade1JasonD.Lee2ShacharLovett3GauravMahajan3WenSun4RuosongWang5AbstractthereisalsoarealizationthatpracticalRLappro...
AnIntegerLinearProgrammingFrameworkforMiningConstraintsfromDataTaoMeng1Kai-WeiChang1Abstractstraints(Punyakanoketal.,2005;Samdani&Roth,2012;Nowozin&Lampert,2011).Forexample,inpart-of-speechStructur...
AnEnd-to-EndFrameworkforMolecularConformationGenerationviaBilevelProgrammingMinkaiXu12WujieWang3ShitongLuo4ChenceShi12YoshuaBengio125RafaelGomez-Bombarelli3JianTang156Abstractthoughthisisempiricall...
AWassersteinMinimaxFrameworkforMixedLinearRegressionTheoDiamandis1YoninaC.Eldar2AlirezaFallah1FarzanFarnia1AsumanOzdaglar1Abstractexample,speechdataorgeneticdatamayexhibitaclustereddistributionbase...
AFrameworkforPrivateMatrixAnalysisinSlidingWindowModelJalajUpadhyay1SarvagyaUpadhyay2Abstractanalysis,includingmatrixanalysis,accuratelycanleakpri-vateinformation(Narayanan&Shmatikov,2006).Asare-We...
AGeneralFrameworkForDetectingAnomalousInputstoDNNClassifiersJayaramRaghuram1VarunChandrasekaran1SomeshJha12SumanBanerjee1Abstractsidethetrainingdistribution(Nguyenetal.,2015;Szegedyetal.,2014;Hendr...
ACollectiveLearningFrameworktoBoostGNNExpressivenessforNodeClassificationMengyueHang1JenniferNeville1BrunoRibero1Abstractticularlyasmoreexpressiverelationalgraphmodelsbecomeavailable,e.g.,GraphNeur...
T-GD:TransferableGAN-generatedImagesDetectionFrameworkHyeonseongJeon1YoungohBang1JunyaupKim2SimonS.Woo1AbstractFigure1.Sampledatausedforourexperiment.Imagesinsidethegreenborderarerealimages,whileth...
Sub-GoalTrees–aFrameworkforGoal-BasedReinforcementLearningTomJurgenson1OrAvner1EdwardGroshev2AvivTamar1AbstractpopularFrameworkfortrajectoryoptimizationbasedonBellman’sdynamicprogramming(DP)equat...
MessagePassingLeastSquaresFrameworkanditsApplicationtoRotationSynchronizationYunpengShi1GiladLerman1Abstractalsoasolution.Theabovementionedsynchronizationproblems(rotation,permutation,andZ2synchron...
LTF:ALabelTransformationFrameworkforCorrectingTargetShiftJiaxianGuo1MingmingGong2TongliangLiu1KunZhang3DachengTao1Abstract1.IntroductionDistributionshiftisamajorobstacletothede-Standardsupervisedle...
InfluenzaForecastingFrameworkbasedonGaussianProcessesChristophZimmer1RezaYaesoubi2AbstractintoresearchonforecastingInfluenza.Thisincludesestab-lishingachallengetoforecastinfluenzaactivities.InthisT...