WhatAreBayesianNeuralNetworkPosteriorsReallyLike?PavelIzmailov1SharadVikram2MatthewD.Hoffman2AndrewGordonWilson1AbstractforneuralNetworkspromisesimprovedpredictions,reli-ableuncertaintyestimates,an...
TheHintonsinyourNeuralNetwork:aQuantumFieldTheoryViewofDeepLearningRobertoBondesan1MaxWelling1AbstractInthispaperweproposeadirectmappingofadeepneu-ralNetworkontoaopticalquantumcomputerthroughtheInt...
SagaNet:ASmallSampleGatedNetworkforPediatricCancerDiagnosisYuhanLiu1ShiliangSun1Abstracttodevotealotoftimeandendeavorsduringbusywork.Second,fortheprotectionofdataprivacy,manyhospitalsorThescarcityo...
AnalyzingMonotonicLinearInterpolationinNeuralNetworkLossLandscapesJamesLucas12JuhanBae12MichaelR.Zhang12StanislavFort3RichardZemel12RogerGrosse12AbstractFigure1.MonotoniclinearinterpolationforaResN...
NondeterminismandInstabilityinNeuralNetworkOptimizationCeciliaSummers1MichaelJ.Dinneen1Abstractwasteful,usingmorecomputingpower,increasingthetimerequiredforeffectiveresearch,andmakingreproducibilit...
NetworkInferenceandInfluenceMaximizationfromSamplesWeiChen1XiaomingSun23JialinZhang23ZhijieZhang23Abstractnodescalledseedstakessomepieceofinformation(news,ideasoropinions,etc.),andtheinformationspr...
Multi-layeredNetworkExplorationviaRandomWalks:FromOfflineOptimizationtoOnlineLearningXutongLiu1JinhangZuo2XiaoweiChen3WeiChen4JohnC.S.Lui1AbstractusedasaneffectivetoolforNetworkexploration(Lvetal.,...
LearningNeuralNetworkSubspacesMitchellWortsman1MaxwellHorton2CarlosGuestrin2AliFarhadi2MohammadRastegari2AbstractFigure1.SchematicforlearningalineofneuralNetworkscom-paredwithstandardtraining.Themi...
InferenceforNetworkRegressionModelswithCommunityStructureMengjiePan1TylerH.McCormick2BaileyK.Fosdick3AbstractInthiswork,wefocusonacasewherecontinuousrelationsbetweenpairsofactorsaremodeledasalinear...
ImprovingMolecularGraphNeuralNetworkExplainabilitywithOrthonormalizationandInducedSparsityRyanHenderson1Djork-Arne´Clevert1FlorianeMontanari1AbstractHowever,theopaquenatureofartificialneuralnetwor...
HEMET:AHomomorphic-Encryption-FriendlyPrivacy-PreservingMobileNeuralNetworkArchitectureQianLou1LeiJiang1AbstractPPNNs(Brutzkusetal.,2019;Dathathrietal.,2019;2020)approximatetheiractivationsbyadegre...
HAWQ-V3:DyadicNeuralNetworkQuantizationZheweiYao1ZhenDong1ZhangchengZheng1AmirGholami1JialiYu23EricTan1LeyuanWang2QijingHuang1YidaWang2MichaelW.Mahoney1KurtKeutzer1Abstract1.IntroductionCurrentlow-...
GroupFisherPruningforPracticalNetworkCompressionLiyangLiu1ShilongZhang2ZhanghuiKuang3AojunZhou3Jing-HaoXue4XinjiangWang3YiminChen3WenmingYang1QingminLiao1WayneZhang235Abstract78OursOursOursAOFPNetw...
LARNet:LieAlgebraResidualNetworkforFaceRecognitionXiaolongYang123XiaohongJia12DihongGong3Dong-MingYan42ZhifengLi3WeiLiu3Abstractmodelsarestrongandrobusttofacerecognitionconductedinunconstrainedenvi...
ConsistentNonparametricMethodsforNetworkAssistedCovariateEstimationXueyuMao1DeepayanChakrabarti2PurnamritaSarkar3AbstractforinvestigatingprivacyinsocialNetworks,amongothers.Thus,ageneralsolutiontot...
BreakingtheDeadlyTriadwithaTargetNetworkShangtongZhang1HengshuaiYao23ShimonWhiteson1Abstractpingmethodsconstructupdatetargetsforanestimatebyusingtheestimateitselfrecursively,whichusuallyhaslowerThe...
AModularAnalysisofProvableAccelerationviaPolyak’sMomentum:TrainingaWideReLUNetworkandaDeepLinearNetworkJun-KunWang1Chi-HengLin2JacobAbernethy1Abstract1.IntroductionIncorporatingaso-called“momentu...
AUnifiedGenerativeAdversarialNetworkTrainingviaSelf-LabelingandSelf-AttentionTomokiWatanabe1PaoloFavaro2Abstractgeneratesamplesfromsomelatentrepresentation(typicallyasamplefromaGaussiandistribution...
AProbabilisticApproachtoNeuralNetworkPruningXinQian1DiegoKlabjan1AbstractcalledtheLotteryTicketHypothesis(LTH).Ramanujanetal.(2020)furtherconjecturethat,asufficientlyover-NeuralNetworkpruningtechni...
TrajectoryNet:ADynamicOptimalTransportNetworkforModelingCellularDynamicsAlexanderTong1JessieHuang1GuyWolf23DavidvanDijk14SmitaKrishnaswamy15Abstractmentsatdifferentstagesofdiseaseprogression(Waddin...