RiskBoundsandRademacherComplexityinBatchReinforcementLearningYaqiDuan1ChiJin2ZhiyuanLi3Abstractalgorithmsincludingsupportvectormachines(Cortes&Vapnik,1995;Suykens&Vandewalle,1999),boosting(Fre-This...
OutsidetheEchoChamber:OptimizingthePerformativeRiskJohnMiller1JuanC.Perdomo1TijanaZrnic1Abstractriumnotionknownasperformativestability(Drusvyatskiy&Xiao,2020;Mendler-Du¨nneretal.,2020;Brownetal.,I...
Out-of-DistributionGeneralizationviaRiskExtrapolationDavidKrueger12EthanCaballero12Joern-HenrikJacobsen34AmyZhang156JonathanBinas12DinghuaiZhang12RemiLePriol12AaronCourville12Abstractcorrectlyclass...
Rate-DistortionAnalysisofMinimumExcessRiskinBayesianLearningHassanHafez-Kolahi1BehradMoniri2ShohrehKasaei1MahdiehSoleymaniBaghshah1AbstractinthisregardistostudylowerboundsontheexcessRiskwhichcouldb...
HeterogeneousRiskMinimizationJiashuoLiu1ZheyuanHu1PengCui1BoLi2ZheyanShen1AbstractwithERMusuallysufferfrompoorgeneralizationperfor-manceduetothegreedyexploitationofcorrelationsamongMachinelearninga...
UnbiasedRiskEstimatorsCanMislead:ACaseStudyofLearningwithComplementaryLabelsYu-TingChou1GangNiu2Hsuan-TienLin1MasashiSugiyama23Abstractetal.,2014;2015;Niuetal.,2016;Sakaietal.,2017;2018),unlabeled-...
InvariantRiskMinimizationGamesKartikAhuja1KarthikeyanShanmugam1KushR.Varshney1AmitDhurandhar1Abstractwereindeserts.TheCNNpickedupthespuriouscorrela-tion,i.e.,itassociatedgreenpastureswithcowsandfai...
AdversarialRiskviaOptimalTransportandOptimalCouplingsMuniSreenivasPydi1VarunJog1Abstract(Athalyeetal.,2018;Carlini&Wagner,2017;Goodfel-lowetal.,2014)anddefensemethodsagainstsuchattacksTheaccuracyof...
Fairwashing:theRiskofrationalizationUlrichA¨ıvodji1HiromiArai23OlivierFortineau4Se´bastienGambs1SatoshiHara5AlainTapp67AbstractInparticular,toensuretransparencyandexplainabilityinalgorithmicdeci...
FairnessRiskMeasuresRobertC.Williamson1AdityaKrishnaMenon2Abstractabstractedearlierdefinitionsoffairnessbyframingtheprob-lemintermsofsubgrouplosses.Intuitively,theseworksEnsuringthatclassifiersaren...
DifferentiallyPrivateEmpiricalRiskMinimizationwithNon-convexLossFunctionsDiWang1ChangyouChen1JinhuiXu1Abstractsultsobtainedfromsensitivedatasothatthedistributionoftheperturbedresultsisinsensitiveto...
ConcentrationInequalitiesforConditionalValueatRiskPhilipS.Thomas1ErikLearned-Miller1AbstractPrashanth&Ghavamzadeh,2013;Chow&Ghavamzadeh,2014;Tamaretal.,2015;Pintoetal.,2017;Morimuraetal.,Inthispape...
BayesianCounterfactualRiskMinimizationBenLondon1TedSandler1AbstractThegoalofCRMistolearnapolicyfromdatathatwasloggedbyapreviouspolicysoastomaximizeexpectedWepresentaBayesianviewofcounterfactualrewa...
InformationTheoreticGuaranteesforEmpiricalRiskMinimizationwithApplicationstoModelSelectionandLarge-ScaleOptimizationIbrahimAlabdulmohsin1AbstractadomainZ,andalossfunctionontheproductspacef:Inthispa...
AdversarialRiskandtheDangersofEvaluatingAgainstWeakAttacksJonathanUesato1BrendanO’Donoghue1AaronvandenOord1PushmeetKohli1Abstractadversarialexamplescanbecomputedrelativelyeasilybyusingoptimization...
RiskBoundsforTransferringRepresentationsWithandWithoutFine-TuningDanielMcNamara1Maria-FlorinaBalcan2Abstractneuralnetworks.1Underthis‘representation-as-a-service’model,ausermayexpecttoaccessthere...