DisentanglingTrainabilityandGeneralizationinDeepNeuralNetworksLechaoXiao1JeffreyPennington1SamuelS.Schoenholz1Abstract2019),andplayinggames(Silveretal.,2018).Histori-cally,therampantsuccessofDeeple...
DiscriminativeJackknife:QuantifyingUncertaintyinDeepLearningviaHigher-OrderInfluenceFunctionsAhmedM.Alaa1MihaelavanderSchaar12Abstractsupport(Alaa&vanderSchaar,2017),autonomousve-hicles,andfinancia...
DeepMatch:BalancingDeepCovariateRepresentationsforCausalInferenceUsingAdversarialTrainingNathanKallus1Abstract(NNs)holdspromiseinenablingustocontrolforpotentiallycomplexrelationshipsandrichcovariat...
DeepReasoningNetworksforUnsupervisedPatternDe-mixingwithConstraintReasoningDiChen1YiweiBai1WentingZhao1SebastianAment1JohnM.Gregoire2CarlaP.Gomes1Abstract(a)Thetwoground-truthSudokus(b)Inputmixture...
DeepReinforcementLearningwithSmoothPolicyQianliShen1YanLi2HaomingJiang2ZhaoranWang3TuoZhao2Abstractquiresasignificantamountoftrainingdata,andsuffersfromnumeroustrainingdifficultiessuchasoverfitting...
DeepMolecularProgramming:ANaturalImplementationofBinary-WeightReLUNeuralNetworksMarkoVasic1CameronChalk1SarfrazKhurshid1DavidSoloveichik1AbstractChemicalcontrolmodulescompatiblewiththechemicalenvir...
DeepIsometricLearningforVisualRecognitionHaozhiQi1ChongYou1XiaolongWang12YiMa1JitendraMalik1Abstract(optional)b=1?(?)skipconnectionb=-1Initialization,normalization,andskipconnectionsb=-3arebeliev...
DeepGraphRandomProcessforRelational-Thinking-BasedSpeechRecognitionHengguanHuang1FuzhaoXue1HaoWang2YeWang1Abstractoninnumerableunconsciousperceptspertainingtorela-tionsbetweencurrentsensorysignalsa...
DeepDivergenceLearningKubraCilingir1RachelManzelli1BrianKulis1Abstractclassification(Davisetal.,2007;Weinberger&Saul,2009;Goldbergeretal.,2004).Thesemethods,knownasMa-Classicallinearmetriclearningm...
DeepCoordinationGraphsWendelinBo¨hmer1VitalyKurin1ShimonWhiteson1AbstractConsequently,thejointvaluefunctioncanbeefficientlymaximizedifeachagentsimplyselectstheactionthatmax-Thispaperintroducesthed...
Curvature-correctedlearningdynamicsinDeepneuralnetworksDongsungHuh1AbstractWhilerecentadvancesinapproximateNGDmethods(e.g.K-FAC)havedramaticallyimprovedthecomputationalef-Deepneuralnetworksexhibitc...
ConstructiveUniversalHigh-DimensionalDistributionGenerationthroughDeepReLUNetworksDmytroPerekrestenko1StephanMu¨ller1HelmutBo¨lcskei12Abstractquence.Here,theinputlayersizeisdeterminedbythedimensi...
ConQUR:MitigatingDelusionalBiasinDeepQ-learningDiJia(Andy)Su12JaydenOoi1TylerLu1DaleSchuurmans13CraigBoutilier1Abstract&Smart,2004;Melo&Ribeiro,2007;Maeietal.,2010;Munosetal.,2016);butitremainsdif...
Confidence-AwareLearningforDeepNeuralNetworksJooyoungMoon1JihyoKim1YounghakShin2SangheumHwang13Abstractanoverconfidentestimatorthatproducespredictiveproba-bilitieswithhighconfidenceevenforincorrect...
Communication-EfficientDistributedStochasticAUCMaximizationwithDeepNeuralNetworksZhishuaiGuo1MingruiLiu1ZhuoningYuan1LiShen2WeiLiu2TianbaoYang1Abstract1.IntroductionInthispaper,westudydistributedal...
ChannelEquilibriumNetworksforLearningDeepRepresentationWenqiShao1ShitaoTang2XingangPan3PingTan2XiaogangWang1PingLuo4Abstractareimportantcomponentsforawiderangeoftaskssuchasimageclassification(Ioffe...
CanIncreasingInputDimensionalityImproveDeepReinforcementLearning?KeiOta1TomoakiOiki1DeveshK.Jha2ToshisadaMariyama1DanielNikovski2Abstract1.IntroductionDeepreinforcementlearning(RL)algorithmsDeeprei...