DiscoveringContextEffectsfromRawChoiceDataArjunSeshadri1AlexanderPeysakhovich2JohanUgander1AbstractThemostwellknownandwidelyusedRUMisthecondi-tionalmultinomiallogit(MNL),alsocalledtheLucemodel,Many...
ClassificationfromPositive,UnlabeledandBiasedNegativeDataYu-GuanHsieh∗1GangNiu2MasashiSugiyama23Abstractbelongingtothisclassaretoodiversetobeexhaustivelyannotated.Thesameproblemarisesintextclassi...
AdversarialExamplesfromComputationalConstraintsSe´bastienBubeck1YinTatLee12EricPrice3IlyaRazenshteyn1AbstractfromsomedistributionD,onewishestoapproximatelyminimizePX∼D(h(X)=f(X)).Amorechallenging...
ActiveLearningforDecision-MakingfromImbalancedObservationalDataIirisSundin1PeterSchulam2EeroSiivola1AkiVehtari1SuchiSaria2SamuelKaski1Abstractdecision,x.Then,thegoalistoestimatep(YX=x,A=a)and,furth...
APolynomialTimeMCMCMethodforSamplingfromContinuousDeterminantalPointProcessesAlirezaRezaei1ShayanOveisGharan1Abstract(Kuleszaetal.,2012;Chaoetal.,2015;Yaoetal.,2016;Gillenwateretal.,2012),videosumm...
TrainableCalibrationMeasuresForNeuralNetworksfromKernelMeanEmbeddingsAviralKumar1SunitaSarawagi1UjjwalJain1Abstractlearnedmodelsfeedintodecisionsystemsorarehumanin-terpreted.Alsocalibrationisuseful...
ResidualUnfairnessinFairMachineLearningfromPrejudicedDataNathanKallus1AngelaZhou2Abstractnewquestionsaboutthepossibleharmsoflearningfromdatawhichissubjecttohistoricalbias.Unlikeclean-cutpre-Recentw...
Pseudo-taskAugmentation:fromDeepMultitaskLearningtoIntrataskSharing—andBackElliotMeyerson12RistoMiikkulainen12Abstract2018).DeepMTLreliesontrainingsignalsfrommultipledatasetstotraindeepstructureth...
Projection-FreeOnlineOptimizationwithStochasticGradient:fromConvexitytoSubmodularityLinChen12ChristopherHarshaw13HamedHassani4AminKarbasi12Abstract1.IntroductionOnlineoptimizationhasbeenasuccessful...
OnLearningSparselyUsedDictionariesfromIncompleteSamplesThanhV.Nguyen1AkshaySoni2ChinmayHegde1Abstractcentresults(Spielmanetal.,2012;Agarwaletal.,2013;2014;Aroraetal.,2014;2015;Sunetal.,2015;Chatter...
NeuralProgramSynthesisfromDiverseDemonstrationVideosShao-HuaSun1HyeonwooNoh2SriramSomasundaram1JosephJ.Lim1AbstractDemonstrationsInterpretingdecisionmakinglogicindemonstra-demo1SynthesizedProgramti...
LearningRegisteredPointProcessesfromIdiosyncraticObservationsHongtengXu12LawrenceCarin1HongyuanZha3AbstractRegisteredIntensityfunctionTemporalAparametricpointprocessmodelisdeveloped,withmodelingbas...
LearningLocalizedSpatio-TemporalModelsfromStreamingDataMuhammadOsama1DaveZachariah1ThomasScho¨n1AbstractsWeaddresstheproblemofpredictingspatio-ttemporalprocesseswithtemporalpatternsthatvaryacrosss...
LearningHiddenMarkovModelsfromPairwiseCo-occurrenceswithApplicationtoTopicModelingKejunHuang1XiaoFu2NicholasD.Sidiropoulos3Abstract...Xt−1XtXt+1...WepresentanewalgorithmforidentifyingtheYt−1YtYt+...
LearnfromYourNeighbor:LearningMulti-modalMappingsfromSparseAnnotationsAshwinKalyan1StefanLee1AnithaKannan2DhruvBatra13AbstractAhomekitchenwithwoodencabinetsandadinningtable.Manystructuredprediction...
GradientCodingfromCyclicMDSCodesandExpanderGraphsNetanelRaviv1ItzhakTamo2RashishTandon3AlexandrosG.Dimakis4Abstractdistributedsynchronousgradientdescent.Gradientcodingisatechniqueforstragglermit-Th...
ExtractingAutomatafromRecurrentNeuralNetworksUsingQueriesandCounterexamplesGailWeiss1YoavGoldberg2EranYahav1AbstractExactLearningInthefieldofexactlearning,concepts(setsofinstances)canbelearnedpreci...
DecouplingGradient-LikeLearningRulesfromRepresentationsPhilipS.Thomas1ChristophDann2EmmaBrunskill3Abstractworkpoorlywith,orbeincompatiblewith,others.Althoughthisintertwiningisunavoidableandislikely...
ClassificationfromPairwiseSimilarityandUnlabeledDataHanBao12GangNiu2MasashiSugiyama21AbstractTable1:Explanationsofclassificationandclustering.Supervisedlearningneedsahugeamountofla-ProblemExplanati...