FeUdalNetworksforHierarchicalReinforcementLearningAlexanderSashaVezhnevets1SimonOsindero1TomSchaul1NicolasHeess1MaxJaderberg1DavidSilver1KorayKavukcuoglu1Abstractchallenging,sincetheagenthastolearn...
End-to-EndLearningforStructuredPredictionEnergyNetworksDavidBelanger1BishanYang2AndrewMcCallum1Abstractminimization(LeCunetal.,2006):StructuredPredictionEnergyNetworks(SPENs)yˆ=argminEx(y),(1)area...
EfficientOrthogonalParametrisationofRecurrentNeuralNetworksUsingHouseholderReflectionsZakariaMhammedi12AndrewHellicar2AshfaqurRahman2JamesBailey1Abstractinanerrorsurface,associatedwithsomeobjective...
DropoutInferenceinBayesianNeuralNetworkswithAlpha-divergencesYingzhenLi1YarinGal12Abstractinformationcanbeused,forexample,toidentifywhenavi-sionmodelisgivenanadversarialimage(studiedbelow),Toobtain...
DeltaNetworksforOptimizedRecurrentNetworkComputationDanielNeil1JunHaengLee2TobiDelbruck1Shih-ChiiLiu1AbstractthroughsintheuseofRNNsforprocessingoftemporalse-quences.Applicationssuchasnaturallanguag...
DeepValueNetworksLearntoEvaluateandIterativelyRefineStructuredOutputsMichaelGygli1MohammadNorouzi2AneliaAngelova2Abstractcomplicatedhighlevelreasoningtoresolveambiguity.Weapproachstructuredoutputpr...
DeepTransferLearningwithJointAdaptationNetworksMingshengLong1HanZhu1JianminWang1MichaelI.Jordan2Abstractshallowtransferlearningmethodsbridgethesourceandtar-getdomainsbylearninginvariantfeaturerepre...
ConvexifiedConvolutionalNeuralNetworksYuchenZhang1PercyLiang1MartinJ.Wainwright2Abstract&Rivest,1992).Inpractice,researchersusesomeflavorofstochasticgradientmethod,inwhichgradientsarecom-Wedescribe...
CognitivePsychologyforDeepNeuralNetworks:AShapeBiasCaseStudySamuelRitter1DavidG.T.Barrett1AdamSantoro1MattM.Botvinick1Abstracttothinkofthesemodelsasblackboxes,andtoquestionwhethertheycanbeunderstoo...
AxiomaticAttributionforDeepNetworksMukundSundararajan1AnkurTaly1QiqiYan1AbstractShrikumaretal.,2016;Binderetal.,2016;Springenbergetal.,2014).Westudytheproblemofattributingthepre-dictionofadeepnetwo...
AutomatedCurriculumLearningforNeuralNetworksAlexGraves1MarcG.Bellemare1JacobMenick1Re´miMunos1KorayKavukcuoglu1Abstractmenttothenexttask,alongwithafixedprobabilityofre-turningtoearliertasks,toprev...
AdaptiveNeuralNetworksforEfficientInferenceTolgaBolukbasi1JosephWang2OferDekel3VenkateshSaligrama1Abstractspeechrecognition(Hintonetal.,2012),andmachinetranslation(Sutskeveretal.,2014).However,thep...