OnEnergy-BasedModelswithOverparametrizedShallowNeuralNetworksCarlesDomingo-Enrich1AlbertoBietti2EricVanden-Eijnden1JoanBruna12Abstracttionaltoexp{−f(x)}.SuchEnergy-Basedmodels(EBMs)originateinstat...
LatentSpaceEnergy-BasedModelofSymbol-VectorCouplingforTextGenerationandClassificationBoPang1YingNianWu1Abstractmostofpriormethodsfocusontheimprovementoftextgenerationqualitysuchasfluencyanddiversit...
ImprovedContrastiveDivergenceTrainingofEnergy-BasedModelsYilunDu1ShuangLi1JoshuaTenenbaum1IgorMordatch2AbstractFigure1:(Left)128x128samplesonunconditionalCelebA-HQ.(Right)128x128samplesonunconditio...
ConjugateEnergy-BasedModelsHaoWu1BabakEsmaeili1MichaelWick2Jean-BaptisteTristan3Jan-WillemvandeMeent1Abstracttheformofconditionalindependencearecommonintheliteratureondisentangledrepresentations(Hi...
TrainingDeepEnergy-BasedModelswithf-DivergenceMinimizationLantaoYu1YangSong1JiamingSong1StefanoErmon1Abstractbasedmodels(Dinhetal.,2014;2016;Kingma&Dhariwal,2018)andsum-productnetworks(Poon&Domingo...
Energy-BasedProcessesforExchangeableDataMengjiaoYang1BoDai1HanjunDai1DaleSchuurmans12Abstractvary,i.e.,instancesneednotexhibitthesamecardinality.Modelingbothunconditionalandconditionaldistributions...
ReinforcementLearningwithDeepEnergy-BasedPoliciesTuomasHaarnoja1HaoranTang2PieterAbbeel134SergeyLevine1Abstractstochasticpoliciesaredesirableforexploration,thisex-plorationistypicallyattainedheuris...