TheImpactofRecordLinkageonLearningfromFeaturePartitionedDataRichardNock1StephenHardy2WilkoHenecka2HamishIvey-Law3JakubNabaglo3GiorgioPatrini4GuillaumeSmith2BrianThorne5Abstract"whenisaglobaltrained...
ContinualLearningintheTeacher-StudentSetup:ImpactofTaskSimilaritySebastianLee1SebastianGoldt2AndrewSaxe345Abstract1.IntroductionContinuallearning—theabilitytolearnmanyOneofthebiggestopenchallenges...
BeyondVarianceReduction:UnderstandingtheTrueImpactofBaselinesonPolicyOptimizationWesleyChung1ValentinThomas2MarlosC.Machado345NicolasLeRoux612Abstract&Cesa-Bianchi,2012).Whiletheformermeasureisofte...
UnderstandingtheImpactofModelIncoherenceonConvergenceofIncrementalSGDwithRandomReshuffeShaocongMa1YiZhou1Abstractthesamplelossofthei-thdatasample.Suchaproblemformulationcoversavarietyofmachinelearn...
UnderstandingtheImpactofEntropyonPolicyOptimizationZafaraliAhmed12NicolasLeRoux13MohammadNorouzi3DaleSchuurmans34Abstractlis,2000;Greensmithetal.,2004;Schulmanetal.,2015b;Tuckeretal.,2018).Entropyr...
RepairingwithoutRetraining:AvoidingDisparateImpactwithCounterfactualDistributionsHaoWang1BerkUstun1FlavioP.Calmon1AbstractKusneretal.,2017;Galhotraetal.,2017),andhowitcanbemitigated(Feldmanetal.,20...
OntheLong-termImpactofAlgorithmicDecisionPolicies:EffortUnfairnessandFeatureSegregationthroughSocialLearningHodaHeidari1VedantNanda2KrishnaP.Gummadi2AbstractThisrealizationhasrecentlyspawnedanactiv...
OntheImpactoftheActivationFunctiononDeepNeuralNetworksTrainingSoufianeHayou1ArnaudDoucet1JudithRousseau1Abstractobtainedsimilarresultsusingatopologicalmeasureofex-pressiveness.Theweightinitializati...
DelayedImpactofFairMachineLearningLydiaT.Liu1SarahDean1EstherRolf1MaxSimchowitz1MoritzHardt1Abstractvantagedgroupsinthepopulation(ExecutiveOfficeofthePresident,2016;Barocas&Selbst,2016).Consequentl...