CoresetsforClusteringinGraphsofBoundedTreewidthDanielBaker1VladimirBraverman1LingxiaoHuang2ShaofengH.-C.Jiang3RobertKrauthgamer3XuanWu1Abstractthesecontexts,thefocusisonedge-weightedgraphsG=(V,E)wi...
ConvexRepresentationLearningforGeneralizedinvarianceinSemi-inner-ProductSpaceYingyiMa1VigneshGanapathiraman1YaoliangYu2XinhuaZhang1Abstractshipsbetweenclasseswhichholdforanyinput.Commonexamplesincl...
ConvergingtoTeam-MaxminEquilibriainZero-SumMultiplayerGamesYouzhiZhang1BoAn1Abstract(NEs)forzero-sumgames(Nash,1951)vialinearprograms(VonNeumann&Morgenstern,1953;VonStengel,1996;Efficientlycomputin...
ConvergenceRatesofVariationalinferenceinSparseDeepLearningBadr-EddineChérief-Abdellatif1AbstractModernapproximateinferencemainlyreliesonvariationalinference(VI),withsometimesaflavorofsamplingtech-...
ControlFrequencyAdaptationviaActionPersistenceinBatchReinforcementLearningAlbertoMariaMetelli1FlavioMazzolini1LorenzoBisi12LucaSabbioni12MarcelloRestelli12Abstractcontinuous–timeMDPs(Bradtke&Duff,...
Context-awareDynamicsModelforGeneralizationinModel-BasedReinforcementLearningKiminLee1YounggyoSeo2SeunghyunLee2HonglakLee34JinwooShin2Abstractetal.,2019;Hafneretal.,2019;2020;Kaiseretal.,2020).Mode...
ConQUR:MitigatingDelusionalBiasinDeepQ-learningDiJia(Andy)Su12JaydenOoi1TylerLu1DaleSchuurmans13CraigBoutilier1Abstract&Smart,2004;Melo&Ribeiro,2007;Maeietal.,2010;Munosetal.,2016);butitremainsdif...
ConfidenceSetsandHypothesisTestinginaLikelihood-FreeinferenceSettingNiccolo`Dalmasso1RafaelIzbicki2AnnB.Lee1Abstract1.introductionParameterestimation,statisticaltestsandconfi-Parameterestimation,st...
Computational-StatisticalTradeoffsininferringCombinatorialStructuresofIsingModelYingJin1ZhaoranWang2JunweiLu3Abstractman,2004)studiesrelationshipsamongobservedcellularsusinggraphicalmodels,andinsoc...
CautiousAdaptationForReinforcementLearninginSafety-CriticalSettingsJesseZhang1BrianCheung1ChelseaFinn2SergeyLevine1DineshJayaraman3AbstractFigure1.TheSafety-CriticalAdaptation(SCA)taskframework.ina...
CausalModelingforFairnessinDynamicalSystemsElliotCreager12DavidMadras12ToniannPitassi12RichardZemel12Abstractforaparticulardomain(e.g.lending(Mouzannaretal.,2019),hiring(Hu&Chen,2018),recommendatio...
BestArmIdentificationforCascadingBanditsintheFixedConfidenceSettingZixinZhong1WangChiCheung23VincentY.F.Tan134Abstractnextoneotherwise.Thisprocessstopswhensheclicksononeiteminthelistorifnoitemiscli...
AssociativeMemoryinIteratedOverparameterizedSigmoidAutoencodersYiboJiang1CengizPehlevan2AbstractWestudyauto-encodersinalimitofneuralnetworksthatmakestheoreticalanalysispossible.Specifically,astheRe...
AllintheExponentialFamily:BregmanDualityinThermodynamicVariationalinferenceRobBrekelmans1VadenMasrani2FrankWood2GregVerSteeg1AramGalstyan1AbstractFigure1.TheoriginalTVOpaperrecommendedusingtwoparti...
AddingSeeminglyUninformativeLabelsHelpsinLowDataRegimesChristosMatsoukas123AlbertBouIHernandez1YueLiu12KarinDembrower45GiseleMiranda12EmirKonuk12JohanFredinHaslum123AthanasiosZouzos6PeterLindholm4F...
AdaptiveDropletRoutinginDigitalMicrofluidicBiochipsUsingDeepReinforcementLearningTung-CheLiang1ZhanweiZhong1YaasBigdeli1Tsung-YiHo2KrishnenduChakrabarty1RichardFair1Abstractmicrofluidicbiochip(DMFB...
ActiveWorldModelLearninginAgent-richEnvironmentswithProgressCuriosityKunoKim1MegumiSano1JulianDeFreitas2NickHaber3DanielYamins14Abstractmotionlessball,yougrowbored.Youconsiderthemerry-go-roundabitm...
AccelerationforCompressedGradientDescentinDistributedandFederatedOptimizationZhizeLi1DmitryKovalev1XunQian1PeterRichta´rik1Abstract1.introductionDuetothehighcommunicationcostindistributedWiththepr...
AbstractionMechanismsPredictGeneralizationinDeepNeuralNetworksAlexGain1HavaSiegelmann2Abstractmorepuzzlingistheirabilitytomemorizerandomdatasets(Zhangetal.,2016;Yunetal.,2019).inpartduetothis,Along...
UnderstandingtheOriginsofBiasinWordEmbeddingsMarc-EtienneBrunet12ColleenAlkalay-Houlihan1AshtonAnderson12RichardZemel12Abstract2013a)andGloVe(Penningtonetal.,2014)acquirestereo-typicalhumanbiasesfr...