ObjectiveBoundConditionalGaussianProcessforBayesianOptimizationTaewonJeong1HeeyoungKim1Abstractmationisunavailable.BOisparticularlyusefulwhentheObjectivefunctionisexpensivetoevaluate.Inthiscase,AGa...
ConservativeObjectiveModelsforEffectiveOfflineModel-BasedOptimizationBrandonTrabucco1AviralKumar1XinyangGeng1SergeyLevine1Abstracty-ylabel2yyLossInthispaper,weaimtosolvedata-drivenmodel-Learnedbase...
MinimaxParetoFairness:AMultiObjectivePerspectiveNataliaMartinez1MartinBertran1GuillermoSapiro1AbstractgorithmswhoseoutputsareindependentofthesensitiveattributegiventheObjective’sgroundtruth(e.g.,E...
ADistributionalViewonMulti-ObjectivePolicyOptimizationAbbasAbdolmaleki1SandyH.Huang1LeonardHasenclever1MichaelNeunert1H.FrancisSong1MartinaZambelli1MuriloF.Martins1NicolasHeess1RaiaHadsell1MartinRi...
CharacterizationofConvexObjectiveFunctionsandOptimalExpectedConvergenceRatesforSGDMartenvanDijk1LamM.Nguyen2PhuongHaNguyen1DzungT.Phan2AbstractAlgorithm1StochasticGradientDescent(SGD)MethodWestudyS...