Min-MaxOptimizationwithoutGradients:ConvergenceandApplicationstoBlack-BoxEvasionandPoisoningAttacksSijiaLiu1SongtaoLu2XiangyiChen3YaoFeng4KaidiXu5AbdullahAl-Dujaili6MingyiHong3Una-MayO’Reilly71Abs...
LearningCompoundTaskswithoutTask-specificKnowledgeviaImitationandSelf-supervisedLearningSang-HyunLee12Seung-WooSeo1AbstractCompoundTasksub-task3Mostreal-worldtasksarecompoundtasksthatContinuousLate...
IncrementalSamplingwithoutReplacementforSequenceModelsKensenShi1DavidBieber1CharlesSutton1Abstractwithoutreplacementcouldbeevenmoredesirablebyavoid-ingduplicatesamples,especiallyinmachinelearningwh...
DRWR:ADifferentiableRendererwithoutRenderingforUnsupervised3DStructureLearningfromSilhouetteImagesZhizhongHan12ChaoChen1Yu-ShenLiu1MatthiasZwicker2AbstractFigure1.Illustrationofthedifferencebetween...
ClosingtheconvergencegapofSGDwithoutreplacementShashankRajput1AnantGupta1DimitrisPapailiopoulos1Abstractthechoiceofasingleorasubsetofsampledfunctionsfi,andαrepresentsthestepsize.With-andwithoutre-...
AdaptiveGradientDescentwithoutDescentYuraMalitsky1KonstantinMishchenko2Abstractwheref:Rd→Risadifferentiablefunction.Throughoutthepaperweassumethat(1)hasasolutionandwedenoteWepresentastrikinglysimp...
SGDwithoutReplacement:SharperRatesforGeneralSmoothConvexFunctionsDheerajNagaraj1PraneethNetrapalli2PrateekJain2Abstractf(x;i):Rd→Risthei-thcomponentfunction.Forex-ample,instandardERManddeeplearnin...
RepairingwithoutRetraining:AvoidingDisparateImpactwithCounterfactualDistributionsHaoWang1BerkUstun1FlavioP.Calmon1AbstractKusneretal.,2017;Galhotraetal.,2017),andhowitcanbemitigated(Feldmanetal.,20...
Off-PolicyDeepReinforcementLearningwithoutExplorationScottFujimoto12DavidMeger12DoinaPrecup12Abstractrequirefurtherinteractionswiththeenvironmenttocom-pensate(Hesteretal.,2017;Sunetal.,2018;Chenget...
ImprovingNeuralNetworkQuantizationwithoutRetrainingusingOutlierChannelSplittingRitchieZhao1YuweiHu1JordanDotzel1ChristopherDeSa1ZhiruZhang1AbstracttoreducingthecostsofDNNexecutionistoquantizetheflo...
FairnesswithoutHarm:DecoupledClassifierswithPreferenceGuaranteesBerkUstun1YangLiu2DavidC.Parkes1AbstractManyoftheproposedmethodsforfairmachinelearninghaveaimedtobuildmodelsthatpredictorperforminthe...
DetectingOverlappingandCorrelatedCommunitieswithoutPureNodes:IdentifiabilityandAlgorithmKejunHuang1XiaoFu2Abstract(Ngetal.,2002)havebeensuccessfullyappliedinpractice.However,mostclusteringbasedlear...
COMIC:Multi-viewClusteringwithoutParameterSelectionXiPeng1ZhenyuHuang1JianchenLv1HongyuanZhu2JoeyTianyiZhou3Abstractglesource(Hockingetal.,2011;Elhamifar&Vidal,2013;Liuetal.,2016;Flammarion,Nicolas...
SteinVariationalGradientDescentwithoutGradientJunHan1QiangLiu2AbstractMCMCandVI.Byleveraginganewtypeoffunctionalgra-dientdescentofKLdivergenceonthespaceofdistributions,Steinvariationalgradientdecen...
SGDandHogwild!ConvergencewithouttheBoundedGradientsAssumptionLamM.Nguyen12PhuongHaNguyen3MartenvanDijk3PeterRichta´rik4KatyaScheinberg1MartinTaka´cˇ1Abstract1.IntroductionStochasticgradientdesce...
Noise2Noise:LearningImageRestorationwithoutCleanDataJaakkoLehtinen12JacobMunkberg1JonHasselgren1SamuliLaine1TeroKarras1MiikaAittala3TimoAila1Abstractrenderingsofasyntheticscene,etc.Significantadvan...
HierarchicalLong-termVideoPredictionwithoutSupervisionNevanWichers1RubenVillegas2DumitruErhan1HonglakLee1AbstractPopularvideopredictionapproachesfocusonrecursivelyobservingthegeneratedframestomakep...
GeneralizationwithoutSystematicity:OntheCompositionalSkillsofSequence-to-SequenceRecurrentNetworksBrendenLake12MarcoBaroni2Abstractthendaxagain.”Thistypeofcompositionalityiscentraltothehumanabilit...
FairnesswithoutDemographicsinRepeatedLossMinimizationTatsunoriB.Hashimoto12MeghaSrivastava1HongseokNamkoong3PercyLiang1AbstractJurgensetal.,2017),dependencyparsing(Blodgettetal.,2016),part-of-speec...
Sparse+Group-SparseDirtyModels:StatisticalGuaranteeswithoutUnreasonableConditionsandaCaseforNon-ConvexityEunhoYang12Aure´lieC.Lozano3Abstracting(Baraniuk,2007)andLasso(Tibshirani,1996)),low-rankst...