HandlingthePositive-DefiniteConstraintintheBayesianLearningRuleWuLin1MarkSchmidt12MohammadEmtiyazKhan3AbstractWecanalsodesignnewalgorithmsusingthisrulesuchasuncertaintyestimationindeeplearning(Osaw...
Few-shotRelationExtractionviaBayesianMeta-learningonRelationGraphsMengQu12TianyuGao3Louis-PascalA.C.Xhonneux12JianTang145Abstracttomaticallygeneratetrainingdata.Forexample,givenatriplet(Washington,...
EfficientandScalableBayesianNeuralNetswithRank-1FactorsMichaelW.Dusenberry†1GhassenJerfel12YemingWen13Yi-AnMa14JasperSnoek1KatherineHeller12BalajiLakshminarayanan1DustinTran1Abstractdeeplearning.I...
DeBayes:aBayesianMethodforDebiasingNetworkEmbeddingsMaartenBuyl1TijlDeBie1Abstractavoidingwhatisseenasdisparatetreatment.Yetmoralstandardsandanti-discriminationlawsaretypicallyalsoAsmachinelearning...
BeingBayesian,EvenJustaBit,FixesOverconfidenceinReLUNetworksAgustinusKristiadi1MatthiasHein1PhilippHennig12Abstract2016).Themostobviouscasesaretestpointsthatlie“faraway”fromthetrainingdata.Manyme...
BeingBayesianaboutCategoricalProbabilityTaejongJoo1UijungChung1Min-GwanSeo1AbstractBayesianNNs(BNNs;MacKay,1992)canaddresstheaforementionedissuesofsoftmax.BNNsprovidequan-Neuralnetworksutilizetheso...
BayesianOptimisationoverMultipleContinuousandCategoricalInputsBinxinRu∗1AhsanS.Alvi∗1VuNguyen1MichaelA.Osborne1StephenJRoberts1AbstractForexample,withadeepneuralnetwork,wemaywanttoadjustthelearni...
BayesianSparsificationofDeepC-valuedNetworksIvanNazarov1EvgenyBurnaev1AbstractthatcausedegeneratetransformationsinR-valuednetworkswithtwicethefeaturedimensions.Theirstudydemon-Withcontinualminiatur...
BayesianLearningfromSequentialDatausingGaussianProcesseswithSignatureCovariancesCsabaToth1HaraldOberhauser1Abstracttoavarietyoftasksinvolvingsequentialdata(Sutskeveretal.,2014;Oordetal.,2016).Deepl...
BayesianGraphNeuralNetworkswithAdaptiveConnectionSamplingArmanHasanzadeh1EhsanHajiramezanali1ShahinBoluki1MingyuanZhou2NickDuffield1KrishnaNarayanan1XiaoningQian1Abstracttwomajorlimitations:1)theyc...
BayesianExperimentalDesignforImplicitModelsbyMutualInformationNeuralEstimationStevenKleinegesse1MichaelU.Gutmann1Abstractology(Coranderetal.,2017),cellbiology(Voetal.,2015)andpharmacokinetics(Donne...
BayesianDifferentialPrivacyforMachineLearningAlekseiTriastcyn1BoiFaltings1AbstractDespitenotableadvances,differentiallyprivateMLstillsuffersfromtwomajorproblems:(a)utilitylossduetoTraditionaldiffer...
Continuous-TimeBayesianNetworkswithClocksNicolaiEngelmann1DominikLinzner1HeinzKoeppl12Abstractfollowafixedparametrizationthathinderstheirexpressive-ness,oraredefinedindiscretetimeasDynamicBayesianS...
VariationalRussianRouletteforDeepBayesianNonparametricsKaiXu1AkashSrivastava12CharlesSutton134Abstractfetprocess(IBP)priorisarepresentationlearningmethodthatinfersalatentbinaryvectorforeachdatapoin...
UnderstandingPriorsinBayesianNeuralNetworksattheUnitLevelMariiaVladimirova12JakobVerbeek1PabloMesejo3JulyanArbel1AbstractworksonBayesianneuralnetworks(Neal,1992;MacKay,1992).Thereisalargevarietyofa...
TheKernelInteractionTrick:FastBayesianDiscoveryofPairwiseInteractionsinHighDimensionsRajAgrawal1JonathanH.Huggins2BrianL.Trippe1TamaraBroderick1Abstractsearchersseektocharacterizehowindividual-leve...
ScalableMetropolis–HastingsforExactBayesianInferencewithLargeDatasetsRobCornish1PaulVanetti1AlexandreBouchard-Coˆte´2GeorgeDeligiannidis13ArnaudDoucet13AbstractLikelihoodevaluationsperiteration1...
RotationInvariantHouseholderParameterizationforBayesianPCARajbirS.Nirwan1NilsBertschinger12Abstractlanguages,e.g.Stan(Carpenteretal.,2017),orlibrariesforautomaticdifferentiation,e.g.Tensorflow(Abad...
NonparametricBayesianDeepNetworkswithLocalCompetitionKonstantinosP.Panousis1SotiriosChatzis2SergiosTheodoridis13AbstractInaddition,thisfactrendersDNNssusceptibletostrongoverfittingtendenciesthatmay...
LR-GLM:High-DimensionalBayesianInferenceUsingLow-RankDataApproximationsBrianL.Trippe1JonathanH.Huggins2RajAgrawal1TamaraBroderick1Abstractpresenceofadiseaseoramedicalpractitionermaywishtounderstand...