SinIR:EffcientGeneralImageManipulationwithSingleImageReconstructionJihyeongYoo1QifengChen1Abstractdeeplearningbecamepopular,provinginternalapproachescanbesuccessfullyappliedtoseveralimagemanipulati...
SCC:anEfficientDeepReinforcementLearningAgentMasteringtheGameofStarCraftIIXiangjunWang1JunxiaoSong1PenghuiQi1PengPeng1ZhenkunTang1WeiZhang1WeiminLi1XiongjunPi1JujieHe1ChaoGao1HaitaoLong1QuanYuan1Ab...
SampleEfficientReinforcementLearningInContinuousStateSpaces:APerspectiveBeyondLinearityDhruvMalik1AldoPacchiano2VishwakSrinivasan1YuanzhiLi1Abstractsuchabenchmark(Bellemareetal.,2013).Agentstrained...
ProvablyEfficientReinforcementLearningforDiscountedMDPswithFeatureMappingDongruoZhou1JiafanHe1QuanquanGu1Abstractlinearfunctionsorneuralnetworkstomapstatesandactionstoalow-dimensionalspaceandsolvet...
ProvablyEfficientLearningofTransferableRewardsAlbertoMariaMetelli1GiorgiaRamponi1AlessandroConcetti1MarcelloRestelli1Abstracttheoretically,underthestrongassumptionofrewardunique-ness(Abbeel&Ng,2004...
ProvablyEfficientFictitiousPlayPolicyOptimizationforZero-SumMarkovGameswithStructuredTransitionsShuangQiu1XiaohanWei2JiepingYe1ZhaoranWang3ZhuoranYang4Abstractunderstandingofmulti-agentpolicyoptimi...
ProvablyEfficientAlgorithmsforMulti-ObjectiveCompetitiveRLTianchengYu1YiTian1JingzhaoZhang1SuvritSra1Abstractaveragereturntoatargetsetsmallaslongasthissetsatisfiesaconditioncalledapproachability(Bl...
MemoryEfficientOnlineMetaLearningDurmusAlpEmreAcar1RuizhaoZhu1VenkateshSaligrama1AbstractWhilehumanlearningisevidentlytheinspirationfortradi-tionalmeta-learningapproaches,therearesignificantdif-Wep...
LosslessCompressionofEfficientPrivateLocalRandomizersVitalyFeldman1KunalTalwar1AbstractTheconceptofalocalrandomizerdatesbacktotheworkofWarner(1965)whereitwasusedtoencouragetruthful-LocallyDifferent...
IsPessimismProvablyEfficientforOfflineRL?YingJin1ZhuoranYang2ZhaoranWang3AbstractVinyalsetal.,2017)reliesontwoingredients:(i)expressivefunctionapproximators,e.g.,deepneuralnetworks(LeCunWestudyoffl...
EL-Attention:MemoryEfficientLosslessAttentionforGenerationYuYan1JiushengChen1WeizhenQi2NikhilBhendawade1YeyunGong3NanDuan3RuofeiZhang4Abstractpruninglayer(Fanetal.,2019)ortrainingasmallerstu-dentmo...
EfficientTrainingofRobustDecisionTreesAgainstAdversarialExamplesDanie¨lVos1SiccoVerwer1Abstractetal.,2019),wecloselymimicthegreedyrecursivesplit-tingstrategythattraditionaldecisiontreesuseandwesco...
EfficientTTS:AnEfficientandHigh-QualityText-to-SpeechArchitectureChenfengMiao1ShuangLiang1ZhengchenLiu1MinchuanChen1JunMa1ShaojunWang1JingXiao1Abstractsivemodelshasbeensubstantiallypromoted,thesynt...
EfficientPerformanceBoundsforPrimal-DualReinforcementLearningfromDemonstrationsAngelikiKamoutsi1GoranBanjac1JohnLygeros1AbstractInthestandardRLsettingacostsignalisgiventoinstructagentshowtocomplete...
EfficientOnlineLearningforDynamick-ClusteringDimitrisFotakis1GeorgiosPiliouras2StratisSkoulakis2Abstractwhilek-centerassumesp=∞(Lin&Vitter,1992;Kumaretal.,2010;Alamdari&Shmoys,2018).Westudydynamic...
EfficientStatisticalTests:ANeuralTangentKernelApproachShengJia12EhsanNezhadarya3YuhuaiWu12JimmyBa12Abstractformaximizingthetestpower(Liuetal.,2020;Gaoetal.,2020).Thesemethodshavebeenshowntoempirica...
EfficientIterativeAmortizedInferenceforLearningSymmetricandDisentangledMulti-ObjectRepresentationsPatrickEmami1PanHe1SanjayRanka1AnandRangarajan1Abstractforamulti-objectscene.Mosthumanscanobserveas...
EfficientLotteryTicketFinding:LessDataisMoreZhenyuZhang1XuxiChen2TianlongChen2ZhangyangWang293CIFAR-1072CIFAR-1007045000Abstract924500024457684082491Thelotterytickethypothesis(LTH)(Frankle&90171203...
EfficientMessagePassingfor0–1ILPswithBinaryDecisionDiagramsJan-HendrikLange1PaulSwoboda2Abstractent,Frank-Wolfeanddualblockcoordinateascent(DBCA)methods.TheDBCAapproach,alsocalledmessagepass-Wepre...
EfficientGenerativeModellingofProteinStructureFragmentsusingaDeepMarkovModelChristianB.Thygesen12AhmadSalimAl-Sibahi1ChristianS.Steenmanns2LysS.Moreta1AndersB.Sørensen2ThomasHamelryck13Abstractapr...