ModularityinReinforcementLearningviaAlgorithmicIndependenceinCreditAssignmentMichaelChang1SidhantKaushik1SergeyLevine1ThomasL.Griffiths2Abstract1.IntroductionManytransferproblemsrequirere-usingprev...
RobustLearningwiththeHilbert-SchmidtIndependenceCriterionDanielGreenfeld1UriShalit1Abstractvantastrainingsetssuchaslabeledimagecollectionsareoftenrestrictedtoacertainsetting,timeorplace,whiletheWei...
ConditionalIndependenceinTestingBayesianNetworksYujiaShen1HaiyingHuang1ArthurChoi1AdnanDarwiche1Abstractusedforreasoning.Asaresult,inaTBN,ajointmarginalquerycorrespondstoapiecewisemulti-linearfunct...
AnAdaptiveTestofIndependencewithAnalyticKernelEmbeddingsWittawatJitkrittum1ZoltánSzabó2ArthurGretton1AbstractAbasicnonlineardependencemeasureistheHilbert-SchmidtIndependenceCriterion(HSIC),whichi...