MultidimensionalScaling:ApproximationandComplexityErikDemaine1AdamHesterberg2FredericKoehler3JaysonLynch4JohnUrschel3Abstractbeenrecognizedasafundamentaltoolfordataanalysisacrossabroadrangeofdiscip...
MorePowerfulandGeneralSelectiveInferenceforStepwiseFeatureSelectionUsingHomotopyMethodKazuyaSugiyama1VoNguyenLeDuy12IchiroTakeuchi12Abstractfeatureselection.Notably,Leeetal.(2016)andTibshiranietal....
Model-FreeandModel-BasedPolicyEvaluationwhenCausalityisUncertainDavidBruns-Smith1Abstractunobservedshocksareoftenassumedtobedrawniidev-eryperiod.ConsidertheFederalReserveBoardadjustingWhendecision-...
OntheRandomConjugateKernelandNeuralTangentKernelZhengmianHu1HengHuang1Abstractduetothedifficultiesraisedbythenon-convexityofthelossfunctionandthecomplicationofoptimizationmethods.Weinvestigatethedi...
MassivelyParallelandAsynchronousTsetlinMachineArchitectureSupportingAlmostConstant-TimeScalingKurugeDarshanaAbeyrathna1BimalBhattarai1MortenGoodwin1SaeedRahimiGorji1Ole-ChristofferGranmo1LeiJiao1Ru...
MakingtransportmorerobustandinterpretablebymovingdatathroughasmallnumberofanchorpointsChi-HengLin1MehdiAzabou12EvaL.Dyer123Abstracttivemodeling(MartinArjovsky&Bottou,2017;Tolstikhinetal.,2017),docu...
LeveragingLanguagetoLearnProgramAbstractionsandSearchHeuristicsCatherineWong1KevinEllis2JoshuaB.Tenenbaum13Jacobandreas1Abstractmodelsusingnaturallanguagesupervision.InLAPS,lan-guageguideslearningo...
LenientRegretandGood-ActionIdentificationinGaussianProcessBanditsXuCai1SelwynGomes1JonathanScarlett12Abstractgorithmscanoftenbeappliedinaunifiedmannerinthesetwosettings.Inthispaper,westudytheproble...
LearningandPlanninginComplexActionSpacesThomasHubert1JulianSchrittwieser1IoannisAntonoglou1MohammadaminBarekatain1SimonSchmitt1DavidSilver1Abstractreal-worldproblems.Manyimportantreal-worldproblems...
LearningandPlanninginAverage-RewardMarkovDecisionProcessesYiWan1AbhishekNaik1RichardS.Sutton12Abstractwithit.Forlearningandcombinedmethods,bothcontrolandpredictionproblemscanbefurthersubdividedinto...
JointOnlineLearningandDecision-makingviaDualMirrorDescentAlfonsoLobos1PaulGrigas1ZhengWen2Abstractensuringthatwedonotincurtoomanycoststooearly,(ii)ensuringthatenoughcostsareincurredtomeetthelowerWe...
InterpretingandDisentanglingFeatureComponentsofVariousComplexityfromDNNsJieRen1MingjieLi1ZexuLiu1QuanshiZhang12Abstract?(?)=????+????+?????+??Thispaperaimstodefine,visualize,andana...
ImprovedRegretBoundandExperienceReplayinRegularizedPolicyIterationNevenaLazic´1DongYin1YasinAbbasi-Yadkori1CsabaSzepesva´ri12AbstractproposedbyEven-Daretal.(2009),wheretheagentse-lectspoliciesbyr...
ImprovedOODGeneralizationviaAdversarialTrainingandPre-trainingMingyangYi12†LuHou3JiachengSun3LifengShang3XinJiang3QunLiu3Zhi-MingMa12Abstractmanceofthemodelonthedatafromashifteddistributionaroundt...
HowDoAdamandTrainingStrategiesHelpBNNsOptimization?ZechunLiu12ZhiqiangShen2ShichaoLi1KoenHelwegen3DongHuang2Kwang-TingCheng1Abstract(a)realnetworks(b)binarynetworksThebestperformingBinaryNeuralNetw...
HouseholderSketchforAccurateandAcceleratedLeast-Mean-SquaresSolversJyotikrishnaDass1RabiMahapatra1Abstractelsarestatisticallyrobustandeasilyinterpretable.Hence,theyfindapplicationsincancerresearch(...
HowandWhytoUseExperimentalDatatoEvaluateMethodsforObservationalCausalInferenceAmandaGentzel12PurvaPruthi1DavidJensen1Abstractfectsfromobservationaldata.Suchinterestisunderstand-able,giventhecentral...
HomomorphicSensing:SparsityandNoiseLiangzuPeng1BoshiWang1ManolisC.Tsakiris1AbstractAssumingtheexistenceofak-sparsesolutionx∗to(1),thefirstquestioniswhetherx∗isunique.TheanswerisUnlabeledsensingis...
High-DimensionalExperimentalDesignandKernelBanditsRomainCamilleri1JulianKatz-Samuels2KevinJamieson1AbstractWeconsiderthefollowinggamebetweenalearnerandna-ture:ateachtimet=1...T,thelearnerrequestsxt...
GroundingLanguagetoEntitiesandDynamicsforGeneralizationinReinforcementLearningAustinW.Hanjie1VictorZhong2KarthikNarasimhan1Abstractunseenentitiesordynamics(Narasimhanetal.,2018;Zhongetal.,2020).Whi...