MonotonicRobustPolicyOptimizationwithModelDiscrepancyYuankunJiang1ChenglinLi2WenruiDai1JunniZou1HongkaiXiong2Abstractcontroltasks,e.g.,playingcomputergameswithhuman-levelperformance(Mnihetal.,2013;...
MaximumMeanDiscrepancyTestisAwareofAdversarialAttacksRuizeGao12FengLiu3JingfengZhang4BoHan1TongliangLiu5GangNiu4MasashiSugiyama46AbstractsupinEq.(1),Grettonetal.(2012b)restrictedFtobeaunitballinthe...
KernelSteinDiscrepancyDescentAnnaKorba1Pierre-CyrilAubin-Frankowski2SzymonMajewski3PierreAblin4AbstractbySimon-Gabriel(2018),classicaldissimilaritiesincludeAmongdissimilaritiesbetweenprobabilitydis...
ActiveSlicesforSlicedSteinDiscrepancyWenboGong1KaiboZhang1YingzhenLi2Jose´MiguelHerna´ndez-Lobato1Abstracttumetal.,2017;Gorham&Mackey,2017)andmodellearn-ing(Liu&Wang,2016;Puetal.,2017;Huetal.,201...
LearningtheSteinDiscrepancyforTrainingandEvaluatingEnergy-BasedModelswithoutSamplingWillGrathwohl1Kuan-ChiehWang1Jo¨rn-HenrikJacobsen1DavidDuvenaud1RichardZemel1AbstractFigure1.Densitymodelstraine...
KernelizedSteinDiscrepancyTestsofGoodness-of-fitforTime-to-EventDataTamaraFerna´ndez1ArthurGretton1Nicola´sRivera2WenkaiXu1Abstracttimeofapatientinaclinicaltrial(Collett,2015;Biswasetal.,2007);or...
FeatureNoiseInducesLossDiscrepancyAcrossGroupsFereshteKhani1PercyLiang1AbstractDiscrepancy(Liptonetal.,2018)andadverselong-termimpacts(Liuetal.,2018).Therefore,itisimportanttoTheperformanceofstanda...