StructuredWorldBeliefforReinforcementLearninginPOMDPGautamSingh1SkandPeri1JunghyunKim1HyunseokKim2SungjinAhn13Abstractgeneralizationtonovelscenes(Chenetal.,2020).Object-centricworldmodelsprovidestr...
SawtoothFactorialTopicEmbeddingsGuidedGammaBeliefNetworkZhibinDuan1DongshengWang1BoChen1ChaojieWang1WenchaoChen1YewenLi1JieRen1MingyuanZhou2Abstractingsemanticthemesfromacollectionofdocuments,achie...
BayesianAttentionBeliefNetworksShujianZhang1XinjieFan1BoChen2MingyuanZhou1AbstractoftheTransformerstructure,itbecomespossibletotrainunprecedentedlargemodelsonbigdatasets(Devlinetal.,Attention-based...
ConvolutionalPoissonGammaBeliefNetworkChaojieWang1BoChen1SuchengXiao1MingyuanZhou2Abstractitisverychallengingtodirectlymodelthislosslessrepre-sentation.ThusexistingmethodsoftenresorttosimplifiedFor...
TensorBeliefPropagationAndrewWrigley1WeeSunLee2NanYe3Abstractsationproblemandconstructsapproximationsbysolvingrelaxationsoftheoptimisationproblem.Anumberofwell-Weproposeanewapproximateinferencealgo...