ProvablyEfficientAlgorithmsforMulti-objectiveCompetitiveRLTianchengYu1YiTian1JingzhaoZhang1SuvritSra1Abstractaveragereturntoatargetsetsmallaslongasthissetsatisfiesaconditioncalledapproachability(Bl...
RandomHypervolumeScalarizationsforProvableMulti-objectiveBlackBoxOptimizationDanielGolovin1Qiuyi(Richard)Zhang1Abstractcatedlossesusedindeeplearning(LeCunetal.,2015)andreinforcementlearning(Suttone...
Prediction-GuidedMulti-objectiveReinforcementLearningforContinuousRobotControlJieXu1YunshengTian1PingchuanMa1DanielaRus1ShinjiroSueda2WojciechMatusik1AbstractRNf2Manyreal-worldcontrolproblemsinvolv...
Multi-objectiveBayesianOptimizationusingPareto-frontierEntropyShinyaSuzuki1ShionTakeno12TomoyukiTamura34KazukiShitara56MasayukiKarasuyama147AbstractcanbeformulatedasjointlymaximizingLunknownfunc-ti...
LearningFairPoliciesinMultiobjective(Deep)ReinforcementLearningwithAverageandDiscountedRewardsUmerSiddique1PaulWeng12MatthieuZimmer1AbstractcurrentAImethodsdonothandlewellsituationswheretheyimpactm...
Multi-objectivetrainingofGenerativeAdversarialNetworkswithmultiplediscriminatorsIsabelaAlbuquerque1Joa˜oMonteiro1ThangDoan2BreandanConsidine3TiagoFalk1IoannisMitliagkas3Abstractshortcomingsinvolve...
DynamicWeightsinMulti-objectiveDeepReinforcementLearningAxelAbels12DiederikM.Roijers3TomLenaerts12AnnNowe´2DenisSteckelmacher2Abstractasalinearscalarizationwithweightsperobjectivethatareknowninadv...
BatchBayesianOptimizationviaMulti-objectiveAcquisitionEnsembleforAutomatedAnalogCircuitDesignWenlongLyu1FanYang1ChanghaoYan1DianZhou12XuanZeng1AbstractofICmanufacturetechnologyforecastedbyMoore’sl...
Multi-objectiveBandits:OptimizingtheGeneralizedGiniIndexRo´bertBusa-Fekete1Bala´zsSzo¨re´nyi23PaulWeng45ShieMannor3Abstracttheagenthastotackletheclassicalexploration/exploitationdilemma:Ithasto...