SequenceGenerationwithMixedRepresentationsLijunWu12ShufangXie2YingceXia2YangFan3TaoQin2JianhuangLai1Tie-YanLiu2AbstractTable1.AGermansentenceexample(Oristandsfororiginal)oftokenizationresultsbyBPE,...
SemiparametricNonlinearBipartiteGraphRepresentationLearningwithProvableGuaranteesSenNa1YuweiLuo1ZhuoranYang2ZhaoranWang3MladenKolar4Abstract1.IntroductionGraphrepresentationlearningisaubiquitoustas...
Semi-SupervisedLearningwithNormalizingFlowsPavelIzmailov1PolinaKirichenko1MarcFinzi1AndrewGordonWilson1Abstractwouldbeapoorinductivebiasforhandlingtranslationsorrepresentingothersalientstatisticalp...
SDE-Net:EquippingDeepNeuralNetworkswithUncertaintyEstimatesLingkaiKong1JimengSun2ChaoZhang1Abstractbilitiesforclassification(Guoetal.,2017).Moreover,theycanmakeerroneousyetwildlyconfidentprediction...
ScalingupHybridProbabilisticInferencewithLogicalandArithmeticConstraintsviaMessagePassingZheZeng1PaoloMorettin2FanqiYan3AntonioVergari1GuyVandenBroeck1Abstractmodelforthistaskhastodealwithcontinuou...
ScalableIdentificationofPartiallyObservedSystemswithCertainty-EquivalentEMKunalMenda1JeandeBecdelie`vre1JayeshK.Gupta1IlanKroo1MykelJ.Kochenderfer1ZacharyManchester1Abstract···xtxt+1···System...
ScalableGaussianProcessSeparationforKernelswithaNon-StationaryPhaseJanGraßhoff1AlexandraJankowski1PhilippRostalski1Abstractproposed(Liuetal.,2018),oneofwhichisbasedoncom-putinglow-rankapproximatio...
ScalableDifferentialPrivacywithCertifiedRobustnessinAdversarialLearningNhatHaiPhan1MyT.Thai2HanHu1RuomingJin3TongSun4DejingDou56Abstracttrainingdatatoconsistofbenignexamplesandadversar-ialexamplesc...
ROMA:Multi-AgentReinforcementLearningwithEmergentRolesTonghanWang1HengDong1VictorLesser2ChongjieZhang1Abstract598Theroleconceptprovidesausefultooltode-signandunderstandcomplexmulti-agentsys-162tems...
RobustLearningwiththeHilbert-SchmidtIndependenceCriterionDanielGreenfeld1UriShalit1Abstractvantastrainingsetssuchaslabeledimagecollectionsareoftenrestrictedtoacertainsetting,timeorplace,whiletheWei...
CooperativeMulti-AgentBanditswithHeavyTailsAbhimanyuDubey1AlexPentland1AbstractAv,t∈A,wherethespaceofactionsAisassumedtobefiniteandcountable(A=K).Itthenobtainsani.i.d.Westudytheheavy-tailedstochas...
RevisitingSpatialInvariancewithLow-RankLocalConnectivityGamaleldinF.Elsayed1PrajitRamachandran1JonathonShlens1SimonKornblith1AbstractH1:Spatialinvarianceisagoodinductivebias.H2:Spatialinvarianceiso...
Retro:LearningRetrosyntheticPlanningwithNeuralGuidedASearchBinghongChen1ChengtaoLi2HanjunDai3LeSong14AbstractExistingmethodsroughlyfallintotwocategories,eithertemplate-basedortemplate-free.Eachchem...
ReservePricinginRepeatedSecond-PriceAuctionswithStrategicBiddersAlexeyDrutsa12Abstractparticipatesineachroundofthisgame,holdsafixedprivatevaluationforagood(e.g.,anadspace),andseekstomaxi-Westudyrev...
ReliableEvaluationofAdversarialRobustnesswithanEnsembleofDiverseParameter-freeAttacksFrancescoCroce1MatthiasHein1Abstractvariationsareusingotherlosses(Zhangetal.,2019b)andboostrobustnessviagenerati...
PrivateReinforcementLearningwithPACandRegretGuaranteesGiuseppeVietri1BorjaBalle2AkshayKrishnamurthy3StevenWu1Abstractingdataisavailablebeforehand.Whilethesetechniquescoveralargenumberofapplications...
RelaxingBijectivityConstraintswithContinuouslyIndexedNormalisingFlowsRobCornish1AnthonyCaterini1GeorgeDeligiannidis12ArnaudDoucet1AbstractFigure1:Densitieslearnedbya10-layerResFlow(left),100-layerR...
ProvablyConvergentTwo-TimescaleOff-PolicyActor-CriticwithFunctionApproximationShangtongZhang1BoLiu2HengshuaiYao3ShimonWhiteson1Abstractatwo-timescaleconvergentanalysisunderfunctionapproxi-mation(Ko...
Projection-free√DistributedOnlineConvexOptimizationwithO(T)CommunicationComplexityYuanyuWan1Wei-WeiTu2LijunZhang1AbstractIncontrast,thelinearoptimizationstepinCGonlyrequirescomputingthetopsingular...
ProblemswithShapley-value-basedexplanationsasfeatureimportancemeasuresI.ElizabethKumar1SureshVenkatasubramanian1CarlosScheidegger2SorelleA.Friedler3Abstractbythemodel,andthegameisthepredictionofthe...