DuelingConvexOptimizationAadirupaSaha1TomerKoren2YishayMansour2Abstractactivelyqueriedpoints(Flaxmanetal.,2005;Ghadimi&Lan,2013;Bubecketal.,2017).DuetoitsgreatpracticalWeaddresstheproblemofconvexop...
Bias-RobustBayesianOptimizationviaDuelingBanditsJohannesKirschner1AndreasKrause1AbstractWestudyasettingwherethelearner’sobjectiveistomax-imizeanunknownfunctionf:X→RwithadditiveWeconsiderBayesiano...
AdversarialDuelingBanditsAadirupaSaha1TomerKoren2YishayMansour2Abstractregretwithrespecttothebestiteminhindsight,accordingtoacertainscorefunction.WeintroducetheproblemofregretminimizationinAdversar...
CombinatorialPureExplorationforDuelingBanditsWeiChen1YihanDu2LongboHuang2HaoyuZhao2Abstracttradeoffinonlinelearning.Thepureexplorationtask(Even-Daretal.,2006;Chen&Li,2016;Sabato,2019)isanInthispape...