HeterogeneousRiskMinimizationJiashuoLiu1ZheyuanHu1PengCui1BoLi2ZheyanShen1AbstractwithERMusuallysufferfrompoorgeneralizationperfor-manceduetothegreedyexploitationofcorrelationsamongMachinelearninga...
Data-FreeKnowledgeDistillationforHeterogeneousFederatedLearningZhuangdiZhu1JunyuanHong1JiayuZhou1Abstractprivacy-preservinglearningscheme,FLhasshownitspo-tentialtofacilitatereal-worldapplications,i...
BudgetedHeterogeneousTreatmentEffectEstimationTianQin1Tian-ZuoWang1Zhi-HuaZhou1Abstractmentassignmentisrandomized,sotheestimatescanbereadilyobtained.However,RCTsareoftencostlytorun,Heterogeneoustre...
Bias-VarianceReducedLocalSGDforLessHeterogeneousFederatedLearningTomoyaMurata12TaijiSuzuki23Abstractsetofthewholedatasetwhichisnotexplicitlyexchanged.Inrecentfederatedlearning,introducedbyKonecˇny...
DistributedOnlineOptimizationoveraHeterogeneousNetworkNimaEshraghi1BenLiang1Abstract2013),networking(Shietal.,2018),andmachinelearning(Shalev-Shwartz,2012).Indistributedonlineoptimizationoveracom-p...
InferringHeterogeneousCausalEffectsinPresenceofSpatialConfoundingMuhammadOsama1DaveZachariah1ThomasB.Scho¨n1Abstract1.5cWeaddresstheproblemofinferringthecausal1effectofanexposureonanoutcomeacrosss...
HeterogeneousModelReuseviaOptimizingMultipartyMulticlassMarginXi-ZhuWu1SongLiu23Zhi-HuaZhou1Abstracttheylearnparametersofthesamedimension,likeneuralnet-workwiththesamestructure(Shokri&Shmatikov,201...
TowardsaUnifiedAnalysisofRandomFourierFeaturesZhuLi1Jean-FrançoisTon1DinoOglic2DinoSejdinovic1Abstractimplicitcomputationofaninnerproductbetweenrichfea-turerepresentationsofdatathroughthekerneleva...
RevealingCommonStatisticalBehaviorsinHeterogeneousPopulationsAndreyZhitnikov1RotemMulayoff1TomerMichaeli1Abstractanalysis(Hagleretal.,2006),etc.Groupanalysesoftenrelyontheassumptionthatallsubjectsi...
RectifyHeterogeneousModelswithSemanticMappingHan-JiaYe1De-ChuanZhan1YuanJiang1Zhi-HuaZhou1AbstractPreviousModelCurrentModelPreviousFeatureSetCurrentFeatureSetOnthewaytotherobustlearnerforreal-world...
LimitsofEstimatingHeterogeneousTreatmentEffects:GuidelinesforPracticalAlgorithmDesignAhmedM.Alaa1MihaelavanderSchaar123Abstractadvertising(Bottouetal.,2013),andsocialsciences(Xieetal.,2012).Theincr...