DisentanglingDisentanglementinVariationalAutoencodersEmileMathieu1TomRainforth1N.Siddharth2YeeWhyeTeh1Abstractindependentfactorsofvariation(Alemietal.,2017;AnsariandSoh,2019;Burgessetal.,2018;Chene...
DiagnosingBottlenecksinDeepQ-learningAlgorithmsJustinFu1AviralKumar1MatthewSoh1SergeyLevine1AbstractwhichpotentialissueswithQ-learningmanifestinpractice.WeempiricallyanalyzeaspectsoftheQ-learningme...
DefendingAgainstSaddlePointAttackinByzantine-RobustDistributedLearningDongYin1YudongChen2KannanRamchandran1PeterBartlett13Abstractarestoredandprocessedlocallyinendusers’cellphonesandpersonalcomput...
DecentralizedExplorationinMulti-ArmedBanditsRaphaëlFéraud1RédaAlami1RomainLaroche2Abstractviceisconnectingtotheapplication,theapplicationpresentsanoptiontotheuserofthedevice.TheaimistomaximizeWe...
Dead-endsandSecureExplorationinReinforcementLearningMehdiFatemi1ShikharSharma1HarmvanSeijen1SamiraEbrahimiKahou2Abstracthastointeractwiththeenvironmentandlearnfromitsexpe-rience.Therealwaysexistsa(...
UniversalMulti-PartyPoisoningAttacksSaeedMahloujifar1MohammadMahmoody1AmeerMohammed2Abstractsenagainstthelearner(Valiant,1985;Kearns&Li,1993;Bshoutyetal.,2002).Atightlyrelatedandmorerecentinthiswor...
ConditionalindependenceinTestingBayesianNetworksYujiaShen1HaiyingHuang1ArthurChoi1AdnanDarwiche1Abstractusedforreasoning.Asaresult,inaTBN,ajointmarginalquerycorrespondstoapiecewisemulti-linearfunct...
ComposingValueFunctionsinReinforcementLearningBenjaminvanNiekerk1StevenJames1AdamEarle1BenjaminRosman12Abstractpreviousabilities.Animportantpropertyforlifelong-learninginreinforcementlearning(RL),o...
ComplexityofLinearRegionsinDeepNetworksBorisHanin1DavidRolnick2AbstractFigure1.Howmanylinearregions?Thisfigureshowsatwo-dimensionalslicethroughthe784-dimensionalinputspaceofItiswell-knownthattheexp...
CompetingAgainstEquilibriainZero-SumGameswithEvolvingPayoffsAdrianRiveraCardoso1JacobAbernethy2HeWang1HuanXu1Abstractsumgames,wheretheunderlyingpayoffmatrixisoftenassumedtobefixedori.i.d.incontrast...
CommunicationComplexityinLocallyPrivateDistributionEstimationandHeavyHittersJayadevAcharya1ZitengSun1AbstractWasserman&Zhou,2010;Wainwrightetal.,2012;Chaud-hurietal.,2011)).DifferentialPrivacy(DP)(...
CombatingLabelNoiseinDeepLearningUsingAbstentionSunilThulasidasan12TanmoyBhattacharya1JeffreyBilmes2GopinathChennupati1JamaludinMohd-Yusof1AbstractImageNetdatabase(Dengetal.,2009)usedfortrainingvis...
CHiVE:VaryingProsodyinSpeechSynthesiswithaLinguisticallyDrivenDynamicHierarchicalConditionalVariationalNetworkVincentWan1Chun-anChan1TomKenter1JakubVit2RobClark1AbstractμPredictedprosodicfeaturesT...
CheapOrthogonalConstraintsinNeuralNetworks:ASimpleParametrizationoftheOrthogonalandUnitaryGroupMarioLezcano-Casado1DavidMart´ınez-Rubio2Abstractexponentiallyfastwiththenumberoftime-stepswhenevert...
ChallengingCommonAssumptionsintheUnsupervisedLearningofDisentangledRepresentationsFrancescoLocatello12StefanBauer2MarioLucic3GunnarRätsch1SylvainGelly3BernhardSchölkopf2OlivierBachem3Abstractatwo...
CausalDiscoveryandForecastinginNonstationaryEnvironmentswithState-SpaceModelsBiweiHuang1KunZhang1MingmingGong12ClarkGlymour1Abstractnonstationarytimeseries,andconcernedwithbothfindingcausalrelation...
BreakingthegridlockinMixture-of-Experts:ConsistentandEfficientAlgorithmsAshokVardhanMakkuva1SewoongOh2SreeramKannan3PramodViswanath1Abstract1.introductionMixture-of-Experts(MoE)isawidelypopularinth...
BoundingUserContributions:ABias-VarianceTrade-offinDifferentialPrivacyKareemAmin1AlexKulesza1AndresMun˜ozMedina1SergeiVassilvitskii1Abstractthatthepresenceofanysingleuserinthedatasetcannotbeaccura...
AninstabilityinVariationalinferenceforTopicModelsBehroozGhorbani1HamidJavadi2AndreaMontanari13AbstractNotethatwabelongstothesimplexP1(k)={w∈Rk≥0:w,1k=1}.ItiscommontoassumethatitspriorisNaivemean...
AdaptiveandSafeBayesianOptimizationinHighDimensionsviaOne-DimensionalSubspacesJohannesKirschner1Mojm´ırMutny´1NicoleHiller2RasmusIschebeck2AndreasKrause1Abstract5finalvalueBayesianoptimizationis...