HowGoodistheBayesPosteriorinDeepNeuralNetworksReally?FlorianWenzel1KevinRoth+2BastiaanS.Veeling+31JakubS´wia˛tkowski4+LinhTran5+StephanMandt6+JasperSnoek1TimSalimans1RodolpheJenatton1SebastianNow...
SwitchingLinearDynamicsforVariationalBayesFilteringPhilipBecker-Ehmck12JanPeters2PatrickvanderSmagt1Abstractexample,whenlookingatthemovementofanarm,oneisin-tuitivelyawareofcertainrestrictionsofposs...
MongebluntsBayes:HardnessResultsforAdversarialTrainingZacCranko12AdityaKrishnaMenon3RichardNock214ChengSoonOng21ZhanShi5ChristianWalder21Abstractetal.,2018a;b;Bastanietal.,2016;Buckmanetal.,2018;Bu...
GoodInitializationsofVariationalBayesforDeepModelsSimoneRossi1PietroMichiardi1MaurizioFilippone1AbstractAFTERPOORINITIALIZATIONAFTEROURINITIALIZATIONStochasticvariationalinferenceisanestablished22w...
White-boxvsBlack-box:BayesOptimalStrategiesforMembershipInferenceAlexandreSablayrolles12MatthijsDouze2YannOllivier2CordeliaSchmid1Herve´Je´gou2Abstractboththeprivacyandintellectualpropertyassocia...
AdversarialVariationalBayes:UnifyingVariationalAutoencodersandGenerativeAdversarialNetworksLarsMescheder1SebastianNowozin2AndreasGeiger13AbstractfVariationalAutoencoders(VAEs)areexpressiveFigure1.W...