APairwiseFairandCommunity-preservingApproachtok-CenterClusteringBrianBrubach1DarshanChakrabarti2JohnP.Dickerson1SamirKhuller3AravindSrinivasan1LeonidasTsepenekas1Abstractpartitionndatapointsintoclu...
TransferableAdversarialTraining:AGeneralApproachtoAdaptingDeepClassifiersHongLiu12MingshengLong13JianminWang13MichaelI.Jordan4AbstractFigure1.AnoverviewofourApproach.(a)Amodeltrainedonlyonthesource...
TibGM:ATransferableandInformation-BasedGraphicalModelApproachforReinforcementLearningTameemAdel1AdrianWeller12Abstractdently,thereuseoflearntrepresentationsamongsubtasks,improvedefficiencyduetothet...
ScalingUpOrdinalEmbedding:ALandmarkApproachJesseAnderton1JavedAslam1Abstractpositionsanddistancesarenotreadilyavailable.Itwasorig-inallyusedwithtripletssourcedfromhumancomparisonsOrdinalEmbeddingis...
LearningtoConvolve:AGeneralizedWeight-TyingApproachNichitaDiaconu1DanielWorrall1Abstractgroupconvolutionsextendstandardtranslationalconvolu-tiontothesettingwherethesymmetryisadiscretealgebraicRecen...
FunctionalTransparencyforStructuredData:aGame-TheoreticApproachGuang-HeLee1WengongJin1DavidAlvarez-Melis1TommiS.Jaakkola1Abstractto1-Lipschitzfunctions.Astrictadherencetoacomplex,globalfunctionalcl...
EntropicGANsmeetVAEs:AStatisticalApproachtoComputeSampleLikelihoodsinGANsYogeshBalaji1HamedHassani2RamaChellappa3SoheilFeizi1Abstract1.IntroductionBuildingonthesuccessofdeeplearning,twoLearninggene...
BayesNAS:ABayesianApproachforNeuralArchitectureSearchHongpengZhou1MinghaoYang1JunWang2WeiPan1Abstractetal.,2018;Caietal.,2018)methodstakethegenerationofaneuralarchitectureasanagent’sactionwiththea...
AGradual,Semi-DiscreteApproachtoGenerativeNetworkTrainingviaExplicitWassersteinMinimizationYuchengChen1MatusTelgarsky1ChaoZhang1BoltonBailey1DanielHsu2JianPeng1AbstractFITFITThispaperprovidesasimpl...
VoronoiBoundaryClassification:AHigh-DimensionalGeometricApproachviaWeightedMonteCarloIntegrationVladislavPolianskii1FlorianT.Pokorny1Abstracttionrates,particularlyintheareaofimageclassification(Kri...
TheDynamicsofLearning:ARandomMatrixApproachZhenyuLiao1RomainCouillet12AbstractToanswersuchaquestion,statisticallearningtheoryhasproposedinterpretationsfromtheviewpointofsystemcom-Understandingthele...
SQL-Rank:AListwiseApproachtoCollaborativeRankingLiweiWu12Cho-JuiHsieh12JamesSharpnack1Abstractbasedontherelativerankingsofitems.Tobetterunderstandtheproposedcontributions,letusbeginwithabriefhistor...
DataSummarizationatScale:ATwo-StageSubmodularApproachMarkoMitrovic1EhsanKazemi1MortezaZadimoghaddam2AminKarbasi1AbstractdriverssuggestedwaitinglocationsacrossNewYorkCitybasedonhistoricalriderpick-u...
BeyondtheOne-StepGreedyApproachinReinforcementLearningYonathanEfroni1GalDalal1BrunoScherrer2ShieMannor1AbstractsuggestedthatgreedyApproachesw.r.t.multiplestepsper-formbetterthanw.r.t.1-step.Notable...
AnOptimalControlApproachtoDeepLearningandApplicationstoDiscrete-WeightNeuralNetworksQianxiaoLi1ShujiHao1Abstractversionsoftheabovealgorithms.Morebroadly,necessaryconditionsforoptimalitycanbederived...
AUnifiedMaximumLikelihoodApproachforEstimatingSymmetricPropertiesofDiscreteDistributionsJayadevAcharya1HirakenduDas2AlonOrlitsky3AnandaTheerthaSuresh4Abstractapplications.Symmetricdistributionprope...
RobustSubmodularMaximization:ANon-UniformPartitioningApproachIlijaBogunovic1SlobodanMitrovic´2JonathanScarlett1VolkanCevher1AbstractInmanyapplicationsofinterest,onerequiresrobustnessinthesolutions...
JustSortIt!ASimpleandEffectiveApproachtoActivePreferenceLearningLucasMaystre1MatthiasGrossglauser1Abstractchosencomparisonsaresufficient.Inthiswork,wedemon-stratethatsortingalgorithmscanalsobehelpf...
InnovationPursuit:ANewApproachtotheSubspaceClusteringProblemMostafaRahmani1GeorgeAtia1Abstracttothesesubspaces.Subspaceclusteringnaturallyarisesinmanymachinelearninganddataanalysisproblems,in-Thisp...
DeepIV:AFlexibleApproachforCounterfactualPredictionJasonHartford1GregLewis2KevinLeyton-Brown1MattTaddy2Abstractdatatooptimizethepricesitchargesitscustomers:inthiscase,priceisthetreatmentvariableand...