OntheConvergenceofHamiltonianMonteCarlowithStochasticGradientsDifanZou1QuanquanGu1AbstracttionssuchasBayesianinference,reinforcementlearning,andcomputervision.Inthepastdecades,manyMCMCHamiltonianMo...
NonparametricHamiltonianMonteCarloCarolMak1FabianZaiser1LukeOng1Abstractessentialtoautomatetheinferenceoflatentvariablesinthemodel,conditionedontheobserveddata.Probabilisticprogrammingusesprogramst...
Data-drivenPredictionofGeneralHamiltonianDynamicsviaLearningExactly-SymplecticMapsRenyiChen1MoleiTao1Abstract1.IntroductionWeconsiderthelearningandpredictionofnon-Givenacollectionofsequences,eachbe...
AGradientBasedStrategyforHamiltonianMonteCarloHyperparameterOptimizationAndrewCampbell1WenlongChen2VincentStimper34Jose´MiguelHerna´ndez-Lobato3YichuanZhang5Abstractbehaviourandhighlycorrelatedsa...
StochasticHamiltonianGradientMethodsforSmoothGamesNicolasLoizou1HugoBerard12AlexiaJolicoeur-Martineau1PascalVincent†12SimonLacoste-Julien†1IoannisMitliagkas†1Abstractforeveryx1∈Rd1andx2∈Rd2.We...
ProbabilisticPathHamiltonianMonteCarloVuDinh1ArmanBilge12ChengZhang1FrederickA.MatsenIV1Abstractdatestep,andthushasprovedtobemoreeffectivethanstandardMCMCmethodsinavarietyofapplications.TheHamilton...
MagneticHamiltonianMonteCarloNileshTripuraneni1MarkRowland2ZoubinGhahramani23RichardTurner2Abstract(asymptotically)exactinference(Neal,1996;Hoffman&Gelman,2014;Carpenteretal.,2016).HamiltonianMonte...