RobustPureExplorationinLinearBanditswithLimitedBudgetAyyaAlieva1AshokCutkosky2AbhimanyuDas3Abstracttheexplorationphaseshouldbesomehowefficient-wewishtomakethebestuseofourlimitedbudgetinordertoWecon...
PureExplorationandRegretMinimizationinMatchingBanditsFloreSentenac1JialinYi2Cle´mentCalauze`nes3VianneyPerchet4MilanVojnovic´2Abstractonlineadvertising,wheretheprobabilitythatauserclicksonanaddep...
FastactivelearningforPureexplorationinreinforcementlearningPierreMénard1OmarDarwicheDomingues2EmilieKaufmann23AndersJonsson4EdouardLeurent2MichalValko235Abstracthowtoexploreefficiently.Inparticula...
Attentionisnotallyouneed:PureattentionlosesrankdoublyexponentiallywithdepthYiheDong1Jean-BaptisteCordonnier2AndreasLoukas3Abstractattentionlayers.Surprisingly,wefindthatPureself-attentionnetworks(S...
GamificationofPureExplorationforLinearBanditsRe´myDegenne1PierreMe´nard2XuedongShang3MichalValko4Abstracthighconfidencetoagivenqueryusingasfewsamplesaspossible.WeinvestigateanactivePure-explorati...
CombinatorialPureExplorationforDuelingBanditsWeiChen1YihanDu2LongboHuang2HaoyuZhao2Abstracttradeoffinonlinelearning.ThePureexplorationtask(Even-Daretal.,2006;Chen&Li,2016;Sabato,2019)isanInthispape...
DetectingOverlappingandCorrelatedCommunitieswithoutPureNodes:IdentifiabilityandAlgorithmKejunHuang1XiaoFu2Abstract(Ngetal.,2002)havebeensuccessfullyappliedinpractice.However,mostclusteringbasedlear...