SimultaneousLearningofTreesandRepresentationsforExtremeClassificationandDensityEstimationYacineJernite1AnnaChoromanska1DavidSontag2AbstractHinton,2009),extrinsichierarchies(Morin&Bengio,2005)whichc...
SequenceTutor:ConservativeFine-TuningofSequenceGenerationModelswithKL-controlNatashaJaques12ShixiangGu134DzmitryBahdanau15Jose´MiguelHerna´ndez-Lobato3RichardE.Turner3DouglasEck1Abstractspelling,...
SequencetoBetterSequence:ContinuousRevisionofCombinatorialStructuresJonasMueller1DavidGifford1TommiJaakkola1Abstractthosewhichappearrealistic).Forexample:arandomse-quenceofwordswillalmostneverforma...
RobustGuaranteesofStochasticGreedyAlgorithmsAvinatanHassidim1YaronSinger2Abstractf(H).Manyfundamentalmeasuressuchasentropy,di-versity,andclusteringcanbemodeledassubmodularfunc-Inthispaperweanalyzet...
OrdinalGraphicalModels:ATaleofTwoApproachesArunSaiSuggala1EunhoYang23PradeepRavikumar1Abstractvariables.Thisconditionalindependencestructurepro-videsuswithusefulinsightsabouthowdifferentvariablesUn...
OracleComplexityofSecond-OrderMethodsforFinite-SumProblemsYossiArjevani1OhadShamir1AbstractTostudythecomplexityofthisandotheroptimizationproblems,itiscommontoconsideranoraclemodel,Finite-sumoptimiz...
OntheIterationComplexityofSupportRecoveryviaHardThresholdingPursuitJieShen1PingLi1Abstract2010;Blumensath&Davies,2009;Bouchotetal.,2016).RecoveringthesupportofasparsesignalfromComparedtoparameteres...
OnContext-DependentClusteringofBanditsClaudioGentile1ShuaiLi2PurushottamKar3AlexandrosKaratzoglou4GiovanniZappella5EvansEtrue1Abstractmovierecommendationsystem,wherethecatalogisrela-tivelystaticand...
OnCalibrationofModernNeuralNetworksChuanGuo1GeoffPleiss1YuSun1KilianQ.Weinberger1AbstractLeNet(1998)ResNet(2016)1.0CIFAR-100CIFAR-100Confidencecalibration–theproblemofpredict-ingprobabilityestimat...
NeuralAudioSynthesisofMusicalNoteswithWaveNetAutoencodersJesseEngel1CinjonResnick1AdamRoberts1SanderDieleman2MohammadNorouzi1DouglasEck1KarenSimonyan2AbstractInthispaper,weoutlineadata-drivenapproa...
Near-OptimalDesignofExperimentsviaRegretMinimizationZeyuanAllen-Zhu1YuanzhiLi2AartiSingh3YiningWang3AbstractonewishestoselectknexperimentalsettingsfromXthatarethemoststatisticallyefficientforestabl...
Model-AgnosticMeta-LearningforFastAdaptationofDeepNetworksChelseaFinn1PieterAbbeel12SergeyLevine1Abstracttheformofcomputationrequiredtocompletethetask.Weproposeanalgorithmformeta-learningthatInthis...
LocalBayesianOptimizationofMotorSkillsRiadAkrour1DmitrySorokin1JanPeters12GerhardNeumann13Abstractcarryanadditionaloptimizationphaseonthephysicalsys-tem.Bayesianoptimizationisrenownedforitssam-plee...
LeveragingUnionofSubspaceStructuretoImproveConstrainedClusteringJohnLipor1LauraBalzano1Abstractvectorsandestimatetheunderlyingsubspaces,achievingex-cellentperformanceonavarietyofrealdatasets.Howeve...
LearningtheStructureofGenerativeModelswithoutLabeledDataStephenH.Bach1BryanHe1AlexanderRatner1ChristopherRe´1Abstractvisionsourcessuchasheuristics,knowledgebases,andweakclassifierstraineddirectlyo...
LearningContinuousSemanticRepresentationsofSymbolicExpressionsMiltiadisAllamanis1PankajanChanthirasegaran2PushmeetKohli3CharlesSutton24Abstractmanticrelationships.However,apartfromsomenotableexcept...
Large-ScaleEvolutionofImageClassifiersEstebanReal1SherryMoore1AndrewSelle1SaurabhSaxena1YutakaLeonSuematsu2JieTan1QuocV.Le1AlexeyKurakin1AbstractItisthereforenotsurprisingthatinrecentyears,tech-niq...
HowCloseAretheEigenvectorsoftheSampleandActualCovarianceMatrices?AndreasLoukas1Abstractbetterwhenonlyasubsetofthespectrumisofinterest.Concretely,ourobjectiveistocharacterizehowmanysam-Howmanysample...