OnlineAlgorithmsforRent-or-BuywithExpertAdviceSreenivasGollapudi1DebmalyaPanigrahi2Abstractonlinealgorithms(Medina&Vassilvitskii,2017;Lykouris&Vassilvitskii,2018;Kumaretal.,2018;Mitzenmacher,Westud...
NonparametricBayesianDeepNetworkswithLocalCompetitionKonstantinosP.Panousis1SotiriosChatzis2SergiosTheodoridis13AbstractInaddition,thisfactrendersDNNssusceptibletostrongoverfittingtendenciesthatmay...
Non-monotoneSubmodularMaximizationwithNearlyOptimalAdaptivityandQueryComplexityMatthewFahrbach1VahabMirrokni2MortezaZadimoghaddam2Abstractinapplicationsofmachinelearningsuchasdatasummariza-tion(Sim...
NonconvexVarianceReducedOptimizationwithArbitrarySamplingSamuelHorváth1PeterRichtárik123Abstractwherexcorrespondstotheparametersdefiningamodel,fi(x)isthelossofthemodelxassociatedwithdatapointWepr...
Multi-ObjectRepresentationLearningwithIterativeVariationalInferenceKlausGreff12RaphaëlLopezKaufman3RishabhKabra3NickWatters3ChrisBurgess3DanielZoran3LoicMatthey3MatthewBotvinick3AlexanderLerchner3...
Multi-objectivetrainingofGenerativeAdversarialNetworkswithmultiplediscriminatorsIsabelaAlbuquerque1Joa˜oMonteiro1ThangDoan2BreandanConsidine3TiagoFalk1IoannisMitliagkas3Abstractshortcomingsinvolve...
MolecularHypergraphGrammarwithItsApplicationtoMolecularOptimizationHiroshiKajino1Abstractproblemistoobtainm∈Msuchthat,Molecularoptimizationaimstodiscovernovelm=argmaxf(m),(1)moleculeswithdesirable...
ModelBasedConditionalGradientMethodwithArmijo-likeLineSearchYuraMalitsky1PeterOchs2Abstractlargestsingularvalueofthegradientthatdefinesthelinearfunction.Incontrast,relatedproximalminimizationalgo-T...
ME-Net:TowardsEffectiveAdversarialRobustnesswithMatrixEstimationYuzheYang1GuoZhang1DinaKatabi1ZhiXu1AbstractForinstance,thestate-of-the-artdefensecanonlyachievelessthan50%adversarialaccuracyfor∞pe...
LosslessorQuantizedBoostingwithIntegerArithmeticRichardNock123RobertC.Williamson21Abstractvectormachines(Boseretal.,1992),etc..Tobecarriedoutintoday’ssettings,suchlong-livedalgorithmsrequirecareIn...
LearningwithBadTrainingDataviaIterativeTrimmedLossMinimizationYanyaoShen1SujaySanghavi1AbstractFigure1.Observation:Evolutionofmodelaccuracyforcleanandbadsamples,asafunctionoftrainingepochs,forfourd...
LegoNet:EfficientConvolutionalNeuralNetworkswithLegoFiltersZhaohuiYang12YunheWang2HantingChen12ChuanjianLiu2BoxinShi34ChaoXu1ChunjingXu2ChangXu5AbstractHuangetal.,2017),detection(Renetal.,2015;Liue...
Learning-to-LearnStochasticGradientDescentwithBiasedRegularizationGiuliaDenevi12CarloCiliberto34RiccardoGrazzi14MassimilianoPontil14Abstracttasksfromaprescribedfamily.Tohighlightthedifferencebetwee...
LearningtoProveTheoremsviaInteractingwithProofAssistantsKaiyuYang1JiaDeng1Abstracttheinductionhypothesisandsimplifyingtheresultingfor-mula.Simpleasitis,theproofrequiresunderstandingtheHumansproveth...
LearningtoGroovewithInverseSequenceTransformationsJonGillick12AdamRoberts2JesseEngel2DouglasEck2DavidBamman1Abstractingwithdeepgenerativemodels,motivatingrecentworkonconditionalgenerationinseveralm...
LearningStructuredDecisionProblemswithUnawarenessCraigInnes1AlexLascarides1Abstractalsoshowsthatwhileitmaybeinfeasibleforanagenttogatherallrelevantfactorsofaproblembeforelearning,itStructuredmodels...
√LearningLinear-QuadraticRegulatorsEfficientlywithonlyTRegretAlonCohen12TomerKoren3YishayMansour14AbstractAbbasi-YadkoriandSzepesva´ri(2011)werethefirsttoad-dresstheadaptivecontrolproblemfromalea...
LearningModelsfromDatawithMeasurementError:TacklingUnderreportingRoyAdams1YuelongJi2XiaobinWang2SuchiSaria134Abstract1.IntroductionMeasurementerrorinobservationaldatasetscanMeasurementerrorinobserv...
LearningfromDelayedOutcomesviaProxieswithApplicationstoRecommenderSystemsTimothyA.Mann1SvenGowal1AndrásGyörgy1RayJiang1HuiyiHu1BalajiLakshminarayanan1PravSrinivasan1Abstracttheforecaster’smodel....
LearningClassifiersforTargetDomainwithLimitedorNoLabelsPengkaiZhu1HanxiaoWang1VenkateshSaligrama1Abstractcollectionviewpointsasexemplifiedbydomainadaptation(DA)(Tzengetal.,2017).Incomputervisionapp...