ParetoGAN:ExtendingtheRepresentationalPowerofGANstoHeavy-TailedDistributionsToddHuster1JeremyE.J.Cohen1ZinanLin2KevinChan3CharlesKamhoua3NandiLeslie4Cho-YuJasonChiang1VyasSekar2AbstractEvans&Erland...
BlindParetoFairnessandSubgroupRobustnessNataliaMartinez1MartinBertran1AfroditiPapadaki2MiguelRodrigues2GuillermoSapiro1Abstract2019).Onepopularnotionisgroupfairness,wherethealgorithmhasaccesstoaset...
BeyondtheParetoEfficientFrontier:ConstraintActiveSearchforMultiobjectiveExperimentalDesignGustavoMalkomes1BolongCheng1EricHansLee1MichaelMcCourt1AbstractInrecentyears,activelearninghasgainedpopular...
MinimaxParetoFairness:AMultiObjectivePerspectiveNataliaMartinez1MartinBertran1GuillermoSapiro1Abstractgorithmswhoseoutputsareindependentofthesensitiveattributegiventheobjective’sgroundtruth(e.g.,E...
EffcientContinuousParetoExplorationinMulti-TaskLearningPingchuanMa1TaoDu1WojciechMatusik1Abstractgiverisetoasetofsolutions,knownastheParetoset,withvaryingpreferencesondifferentobjectives.Tasksinmul...
ParetoOptimalStreamingUnsupervisedClassificationSoumyaBasu1StevenGutstein2BrentLance2SanjayShakkottai1Abstractunknownefficiencies).Furthermore,groundtruthdataneededtoevaluatetheagents’performancei...