WhatAreBayesianNeuralNetworkPosteriorsReallyLike?PavelIzmailov1SharadVikram2MatthewD.Hoffman2AndrewGordonWilson1Abstractforneuralnetworkspromisesimprovedpredictions,reli-ableuncertaintyestimates,an...
TrainingAdversariallyRobustSparseNetworksviaBayesianConnectivitySamplingOzanO¨zdenizci12RobertLegenstein1AbstractSeminalworkby(Szegedyetal.,2013)showedthatsuchadversarialexamplescanbecreatedviaper...
ThinkGlobalandActLocal:BayesianOptimisationoverHigh-DimensionalCategoricalandMixedSearchSpacesXingchenWan1VuNguyen2HuongHa3BinxinRu1CongLu1MichaelA.Osborne1Abstractlow-dimensionalnorcontinuous:many...
StreamingBayesianDeepTensorFactorizationShikaiFang1ZhengWang1ZhimengPan1JiLiu23ShandianZhe1Abstractbeabletoestimateallkindsofcomplicated(e.g.,highlynonlinear)mappings.Themostrecentwork(Liuetal.,Des...
SparseBayesianLearningviaStepwiseRegressionSebastianAment1CarlaGomes1Abstractvariouslyreferredtoasafeatureoranatom.Thisproblemhasbeenstudiedextensively,resultinginmyriadexistingSparseBayesianLearni...
PolicyGradientBayesianRobustOptimizationforImitationLearningZaynahJaved1DanielS.Brown1SatvikSharma1JerryZhu1AshwinBalakrishna1MarekPetrik2AncaD.Dragan1KenGoldberg1Abstracthuman-designedrewardfuncti...
OvercomingCatastrophicForgettingbyBayesianGenerativeRegularizationPatrickH.Chen1WeiWei2Cho-jui,Hsieh1BoDai3Abstractelsfailtotacklecontinuallearningwiththephenomenonofcatastrophicforgetting,wheredee...
ObjectiveBoundConditionalGaussianProcessforBayesianOptimizationTaewonJeong1HeeyoungKim1Abstractmationisunavailable.BOisparticularlyusefulwhentheobjectivefunctionisexpensivetoevaluate.Inthiscase,AGa...
MultiscaleInvertibleGenerativeNetworksforHigh-DimensionalBayesianInferenceShumaoZhang1PengchuanZhang2ThomasY.Hou1AbstractwhereListhelikelihoodgivenasWeproposeaMultiscaleInvertibleGenerativeL(yx)=N(...
Multi-ReceiverOnlineBayesianPersuasionMatteoCastiglioni1AlbertoMarchesi1AndreaCelli1NicolaGatti1Abstractacommonpriordistributionandobservedbythesenderonly.Then,thesenderdecideshowmuchofher/hispriva...
GlobalinducingpointvariationalposteriorsforBayesianneuralnetworksanddeepGaussianprocessesSebastianW.Ober1LaurenceAitchison2Abstractspecifyafamilyofapproximateposteriorsovertheweights,withtheclassic...
DifferentiallyPrivateBayesianInferenceforGeneralizedLinearModelsTejasKulkarni1JoonasJa¨lko¨1AnttiKoskela2SamuelKaski13AnttiHonkela2Abstractontheregressioncoefficients,suchasdeterminingwhichcoeffi...
DeepAdaptiveDesign:AmortizingSequentialBayesianExperimentalDesignAdamFoster1DesiR.Ivanova1IlyasMalik2TomRainforth1Abstractusingalikelihoodp(yθ,ξ)andapriorp(θ),whereξisourcontrollabledesignandθ...
CollaborativeBayesianOptimizationwithFairRegretRachaelHweeLingSim1YehongZhang2BryanKianHsiangLow1PatrickJaillet3Abstractperformancebysequentiallyselectinginputqueriesforeval-uatingtheobjectivefunct...
BayesianStructuralAdaptationforContinualLearningAbhishekKumar1SunabhaChatterjee2PiyushRai3Abstractaspectsofmoremainstreamtransferlearning(sharingofbiasbetweenrelatedtasks(Pan&Yang,2009))mightrea-Co...
BayesianQuadratureonRiemannianDataManifoldsChristianFro¨hlich1AlexandraGessner12PhilippHennig12BernhardScho¨lkopf2GeorgiosArvanitidis2AbstractFigure1.ALANDonaproteintrajectorymanifoldoftheenzymea...
BayesianOptimizationoverHybridSpacesAryanDeshwal1SyrineBelakaria1JanardhanRaoDoppa1AbstractBelakariaetal.,2019;Zhouetal.,2020;Belakariaetal.,2020e;c;a;f).ThekeyideabehindBOistolearnasurrogateWecons...
BayesianOptimisticOptimisationwithExponentiallyDecayingRegretHungTran-The1SunilGupta1SantuRana1SvethaVenkatesh1Abstracttransformaglobaloptimisationproblemintoasequenceofauxiliaryoptimisationproblem...
BayesianDeepLearningviaSubnetworkInferenceErikDaxberger12EricNalisnick3JamesUrquhartAllingham1JavierAntora´n1Jose´MiguelHerna´ndez-Lobato145Abstractpresentsaprincipledwaytocaptureuncertaintyviat...
BayesianAttentionBeliefNetworksShujianZhang1XinjieFan1BoChen2MingyuanZhou1AbstractoftheTransformerstructure,itbecomespossibletotrainunprecedentedlargemodelsonbigdatasets(Devlinetal.,Attention-based...
