UnbiasedGradientEstimationinUnrolledComputationGraphswithPersistentEvolutionStrategiesPaulVicol12LukeMetz2JaschaSohl-Dickstein2AbstractZipser,1989;Tallec&Ollivier,2017a;Mujikaetal.,2018;Benzingetal...
Privacy-PreservingFeatureSelectionwithSecureMultipartyComputationXilingLi1RafaelDowsley2MartineDeCock13Abstractnature.ProtectionofuserdatahasbecomeasignificantconcerninMLmodeldevelopmentanddeployme...
Learn-to-Share:AHardware-friendlyTransferLearningFrameworkExploitingComputationandParameterSharingChengFu1HanxianHuang1XinyunChen2YuandongTian3JishenZhao1AbstractFigure1:RoadmapofGLUEscorev.s.total...
AcceleratingFeedforwardComputationviaParallelNonlinearEquationSolvingYangSong1ChenlinMeng1RenjieLiao23StefanoErmon1Abstractaregeneratedinsequenceonebyone.Becauseofthein-herentlysequentialnature,iti...
ImprovedCommunicationCostinDistributedPageRankComputation–ATheoreticalStudySiqiangLuo1AbstractNeumannetal.,2011;Ponzetto&Strube,2007).GivenagraphGofnnodesandaprobabilityα∈(0,1),thePageRankisawid...
FastComputationofNashEquilibriainImperfectInformationGamesRemiMunos1JulienPerolat1Jean-BaptisteLespiau1MarkRowland1BartDeVylder1MarcLanctot1FinbarrTimbers1DanielHennes1ShayeganOmidshafiei1AudrunasG...
OntheComputationandCommunicationComplexityofParallelSGDwithDynamicBatchSizesforStochasticNon-ConvexOptimizationHaoYu1RongJin1Abstractvariables⇣⇠Drefertoinstance-labelpairsandF(x;⇣)referstothecor...
OnScalableandEfficientComputationofLargeScaleOptimalTransportYujiaXie1MinshuoChen1HaomingJiang1TuoZhao1HongyuanZha1AbstractearliestliteraturedatesbacktoMonge(1781).Sincethen,ithasattractedincreasin...
GraphElementNetworks:adaptive,structuredComputationandmemoryFerranAlet1AdarshK.Jeewajee1MariaBauza2AlbertoRodriguez2Toma´sLozano-Pe´rez1LesliePackKaelbling1Abstractofentity(suchasbodies,linksorpa...
FastIncrementalvonNeumannGraphEntropyComputation:Theory,Algorithm,andApplicationsPin-YuChen1LingfeiWu1SijiaLiu1IndikaRajapakse2Abstractfeaturesembeddedingraphs.Inparticular,evaluatingsim-ilaritybet...
TowardsFastComputationofCertifiedRobustnessforReLUNetworksTsui-WeiWeng1HuanZhang2HonggeChen1ZhaoSong34Cho-JuiHsieh2DuaneBoning1InderjitS.Dhillon4LucaDaniel1Abstract1.IntroductionVerifyingtherobustn...
UnderstandingtheRepresentationandComputationofMultilayerPerceptrons:ACaseStudyinSpeechRecognitionTashaNagamine1NimaMesgarani1Abstracthiddenlayerareuniversalapproximators(Cybenko,1989;K.Hornik&White...
DeltaNetworksforOptimizedRecurrentNetworkComputationDanielNeil1JunHaengLee2TobiDelbruck1Shih-ChiiLiu1AbstractthroughsintheuseofRNNsforprocessingoftemporalse-quences.Applicationssuchasnaturallanguag...