RandomFunctionPriorsforCorrelationModelingAonanZhang1JohnPaisley1Abstracttopics,whereZnkrepresentstheproportionofwordsindocumentnsampledfromtopick.Insparsefactormod-Thelikelihoodmodelofhighdimensio...
OntheImpactoftheActivationFunctiononDeepNeuralNetworksTrainingSoufianeHayou1ArnaudDoucet1JudithRousseau1Abstractobtainedsimilarresultsusingatopologicalmeasureofex-pressiveness.Theweightinitializati...
ModelBasedConditionalGradientMethodwithArmijo-likeLineSearchYuraMalitsky1PeterOchs2AbstractlargestsingularvalueofthegradientthatdefinesthelinearFunction.Incontrast,relatedproximalminimizationalgo-T...
GameTheoreticOptimizationviaGradient-basedNikaido-IsodaFunctionArvindU.Raghunathan1AnoopCherian1DeveshK.Jha1Abstract(NE).WedenotebySNEthesetofallNEpoints,i.e.,SNE={x(1)holds}.Intheabsenceofconvexit...
SBEED:ConvergentReinforcementLearningwithNonlinearFunctionApproximationBoDai1AlbertShaw1LihongLi2LinXiao3NiaoHe4ZhenLiu1JianshuChen5LeSong1AbstractarereferredtothetextbookofPuterman(2014)fordetails...
SafeElementScreeningforSubmodularFunctionMinimizationWeizhongZhang1BinHong2LinMa1WeiLiu1TongZhang1AbstractwithconvexFunctions.Theyarisenaturallyinmanydomain-s,suchasclustering(Narasimhan&Bilmes,200...
QMIX:MonotonicValueFunctionFactorisationforDeepMulti-AgentReinforcementLearningTabishRashid1MikayelSamvelyan2ChristianSchroederdeWitt1GregoryFarquhar1JakobFoerster1ShimonWhiteson1Abstract(a)5Marine...
LearningtheRewardFunctionforaMisspecifiedModelErikTalvitie1AbstractFigure1.TheShooterdomain.Inmodel-basedreinforcementlearningitistypi-inMBRL:learningarewardFunction.Itiscommonforcaltodecouplethepr...
ConvergentTREEBACKUPandRETRACEwithFunctionApproximationAhmedTouati12Pierre-LucBacon3DoinaPrecup34PascalVincent124AbstractdifferenttargetswhichmaytaketheformofvalueFunctionscorrespondingtodifferentp...
AddressingFunctionApproximationErrorinActor-CriticMethodsScottFujimoto1HerkevanHoof2DavidMeger1Abstractmeansusinganimpreciseestimatewithineachupdatewillleadtoanaccumulationoferror.Duetooverestimati...
Soft-DTW:aDifferentiableLossFunctionforTime-SeriesMarcoCuturi1MathieuBlondel2AbstractInputOutputWeproposeinthispaperadifferentiablelearningFigure1.Giventhefirstpartofatimeseries,wetrainedtwolossbet...