TrainingDataSubsetSelectionforRegressionWithControlledGeneralizationErrorDurgaSivasubramanian1RishabhIyer2GaneshRamakrishnan1AbirDe1Abstractreliabilityofthelearnedmodel.Therefore,thesuccessofsevera...
SparseFeatureSelectionMakesBatchReinforcementLearningMoreSampleEfficientBotaoHao1YaqiDuan2TorLattimore1CsabaSzepesva´ri13MengdiWang21Abstract1.IntroductionThispaperprovidesastatisticalanalysisofhi...
ScalableMarginalLikelihoodEstimationforModelSelectioninDeepLearningAlexanderImmer12MatthiasBauer†34VincentFortuin1GunnarRätsch12MohammadEmtiyazKhan5Abstract3layers,5221params1layer,151paramsMargL...
Privacy-PreservingFeatureSelectionwithSecureMultipartyComputationXilingLi1RafaelDowsley2MartineDeCock13Abstractnature.ProtectionofuserdatahasbecomeasignificantconcerninMLmodeldevelopmentanddeployme...
OnlineSelectionProblemsagainstConstrainedAdversaryZhihaoJiang1PinyanLu2ZhihaoGavinTang2YuhaoZhang3Abstractlearnedadvicetoonlinealgorithmdesigns.Inparticular,thealgorithmisgivensomeextrainformationa...
OneshotDifferentiallyPrivateTop-kSelectionGangQiao1WeijieJ.Su2LiZhang3Abstractkitemswith(approximately)themaximumvaluesamongmgivenvalues.TheproblemofprivatelyreportingtheBeingabletoefficientlyandac...
HyperparameterSelectionforImitationLearningLe´onardHussenot12MarcinAndrychowicz1DamienVincent1RobertDadashi1AntonRaichuk1LukaszStafiniak1SertanGirgin1RaphaelMarinier1NikolaMomchev1SabelaRamos1Manu...
GRAD-MATCH:GradientMatchingbasedDataSubsetSelectionforEfficientDeepModelTrainingKrishnatejaKillamsetty1DurgaSivasubramanian2GaneshRamakrishnan2AbirDe2RishabhIyer1Abstractlossintestaccuracy?Thegreat...
FairnessandBiasinOnlineSelectionJose´Correa1Andre´sCristi1PaulDu¨tting2AshkanNorouzi-Fard2Abstractalsoitnaturallyencompassesmanyreal-worlddecisionmak-ingprocesseswherebiasedevaluationsshouldbeav...
DynamicBalancingforModelSelectioninBanditsandRLAshokCutkosky1ChristophDann2AbhimanyuDas3ClaudioGentile2AldoPacchiano4ManishPurohit3Abstractsumptionsabouttheclassofpolicies,thesourcegeneratingreward...
TheSampleComplexityofBest-kItemsSelectionfromPairwiseComparisonsWenboRen1JiaLiu2NessB.Shroff13Abstract1.IntroductionThispaperstudiesthesamplecomplexity(aka1.1.BackgroundandMotivationnumberofcompari...
SmallData,BigDecisions:ModelSelectionintheSmall-DataRegimeJo¨rgBornschein1FrancescoVisin1SimonOsindero1Abstractformance(intermsoferror)whenappliedtoclassificationproblems,eventhoughthegeneralizati...
GoodSubnetworksProvablyExist:PruningviaGreedyForwardSelectionMaoYe1ChengyueGong1LizhenNie2DennyZhou3AdamKlivans1QiangLiu1Abstractachievinghuman-levelaccuracyoncomplexcognitivetasks,includingimagecl...
LearningSelectionStrategiesinBuchberger’sAlgorithmDylanPeifer1MichaelStillman1DanielHalpern-Leistner1Abstractforsomepolynomialsaandb,thentherecanbenosolution,becausetherighthandsidevanishesatanyso...
FeatureSelectionusingStochasticGatesYutaroYamada1OfirLindenbaum2SahandNegahban1YuvalKluger23Abstract(e.g.,genesorproteins)oftenexceedsthenumberofsam-ples.Inthissetting,featureSelectioncanleadtoimpr...
CounterfactualCross-Validation:StableModelSelectionProcedureforCausalInferenceModelsYutaSaito1ShotaYasui2Abstractaslabeltotrainpredictionmodels.MostpreviousstudiesrelatedtotheCATEpredictionfocusedo...
AdaptiveEstimatorSelectionforOff-PolicyEvaluationYiSu1PavithraSrinath2AkshayKrishnamurthy2Abstracthighqualityestimationashasbeendemonstratedinrecentempiricalstudies(Voloshinetal.,2019).However,data...
TowardsAccurateModelSelectioninDeepUnsupervisedDomainAdaptationKaichaoYou12XimeiWang12MingshengLong12MichaelI.Jordan3Abstractnaturalinrecognitiontaskswheredeepmodelshaveshowntheirsuperiority(Longet...
SubmodularObservationSelectionandInformationGatheringforQuadraticModelsAbolfazlHashemi1MahsaGhasemi1HarisVikalo1UfukTopcu1Abstractgoalistoselectasmallrepresentativesubsetofobserva-tionsgatheredbydi...
LearningandDataSelectioninBigDatasetsHosseinS.Ghadikolaei1HadiGhauch12CarloFischione1MikaelSkoglund1Abstractmodel.Studyingitsbehavioraroundthosecriticalsampleshelpsustobetterunderstandtheunknownmod...