"Bandits"的相关文档

标签“Bandits”的相关文档，共61条

Adversarial Dueling Bandits
AdversarialDuelingBanditsAadirupaSaha1TomerKoren2YishayMansour2Abstractregretwithrespecttothebestiteminhindsight,accordingtoacertainscorefunction.WeintroducetheproblemofregretminimizationinAdversar...
Adversarial Dueling Bandits
2023-11-16 18:00:261691819.14 KB19
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Adversarial Combinatorial Bandits with General Non-linear Reward Functions
AdversarialCombinatorialBanditswithGeneralNon-linearRewardFunctionsXiChen1YanjunHan2YiningWang3Abstractchoosesarewardvectorvt=(vt1,···,vtN)∈[0,1]Nnotrevealedtothealgorithm.Thealgorithmchoosesas...
Adversarial with Bandits General Non-Linear
2023-11-16 18:00:261263284.79 KB9
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Adapting to misspecification in contextual Bandits with offline regression oracles
AdaptingtoMisspeciﬁcationinContextualBanditswithOfﬂineRegressionOraclesSanathKumarKrishnamurthy1VitorHadad2SusanAthey2Abstractwhosedistributionmaydependonthecontextandaction.Theobjectiveofthealgo...
Adapting with in Contextual to
2023-11-16 18:00:251758395.24 KB26
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Thompson Sampling Algorithms for Mean-Variance Bandits
ThompsonSamplingAlgorithmsforMean-VarianceBanditsQiuyuZhu1VincentY.F.Tan123AbstractTheprimaryconcernofthisbodyofliteratureistoﬁndalearningalgorithmwhichcanmaximizetheexpectedcu-Themulti-armedbandi...
for Sampling Algorithms Bandits Thompson
2023-11-14 21:46:46597365.44 KB24
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The Intrinsic Robustness of Stochastic Bandits to Strategic Manipulation
TheIntrinsicRobustnessofStochasticBanditstoStrategicManipulationZheFeng1DavidC.Parkes1HaifengXu2Abstractabletomodulateitsownrewardfeedbackinordertofurtheritsownobjective,e.g.,increasingthenumberoft...
of Stochastic the to Bandits
2023-11-14 21:46:441311420.56 KB12
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Structured Linear Contextual Bandits A Sharp and Geometric Smoothed Analysis
StructuredLinearContextualBandits:ASharpandGeometricSmoothedAnalysisVidyashankarSivakumar12ZhiweiStevenWu2ArindamBanerjee2Abstractselectsacontextxtitfromkavailablecontextsxt,...,xt1kBanditlearninga...
and Contextual Bandits Structured Linear
2023-11-14 21:46:36515279.14 KB14
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Structure Adaptive Algorithms for Stochastic Bandits
StructureAdaptiveAlgorithmsforStochasticBanditsRe´myDegenne1HanShao2WouterM.Koolen3Abstractstartingwithasymptoticresultsinthe80sand90s(Lai&Robbins,1985;Graves&Lai,1997)andmovingtotheﬁ-Westudyrewa...
Adaptive for Algorithms Stochastic Bandits
2023-11-14 21:46:3613795.88 MB2
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Stochastic Bandits with arm-dependent delays
StochasticBanditswitharm-dependentdelaysAnneGaelManegueu1ClaireVernade2AlexandraCarpentier1MichalValko3AbstractAsaresult,westudystochasticdelayedBanditsforwhichthedelaydistributionsarearm-dependent...
with Stochastic Bandits Delays arm-dependent
2023-11-14 21:46:3119621.89 MB14
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Preselection Bandits
PreselectionBanditsViktorBengs1EykeHu¨llermeier1Abstractadvertising,whereadvertisementsrecommendedtouserscanbeseenasapreselection.Asaconcreteapplication,weInthispaper,weintroducethePreselectionBan...
Bandits Preselection
2023-11-14 21:45:55723354.77 KB14
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Non-Stationary Bandits with Intermediate Observations
Non-StationaryDelayedBanditswithIntermediateObservationsClaireVernade1Andra´sGyo¨rgy1TimothyA.Mann1AbstractDelayedfeedbackinonlinelearninghavebeenaddressedbothinthefullinformationsetting(see,e.g....
with Bandits Observations Intermediate Non-stationary
2023-11-14 21:45:2518684.77 MB10
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Neural Contextual Bandits with UCB-based Exploration
NeuralContextualBanditswithUCB-basedExplorationDongruoZhou1LihongLi2QuanquanGu1Abstracttheexpectedrewardateachroundislinearinthefeaturevector.Whilesuccessfulinboththeoryandpractice(LiWestudythestoc...
Neural with Contextual Exploration Bandits
2023-11-14 21:45:216505.38 MB2
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Meta-learning with Stochastic Linear Bandits
Meta-learningwithStochasticLinearBanditsLeonardoCella12AlessandroLazaric3MassimilianoPontil2AbstractsolidatedMABsettinginwhicheacharmisassociatedwithavectoroffeaturesandthearmpayofffunctionismod-We...
with Stochastic Bandits Linear Meta-Learning
2023-11-14 21:45:09527788.91 KB8
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Linear Bandits with Stochastic Delayed Feedback
LinearBanditswithStochasticDelayedFeedbackClaireVernade1AlexandraCarpentier2TorLattimore1GiovanniZappella3BeyzaErmis3MichaelBrueckner3Abstractmostadoptedastheyallowtotakeintoaccountthestructureofth...
with Stochastic Bandits Linear Feedback
2023-11-14 21:45:021542465.47 KB25
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Learning with Good Feature Representations in Bandits and in RL with a Generative Model
LearningwithGoodFeatureRepresentationsinBanditsandinRLwithaGenerativeModelTorLattimore1CsabaSzepesva´ri23Gelle´rtWeisz1AbstractforlearninginBandits.TheideasbyDuetal.(2019)suggestthattheanswerisal...
Learning Representations Feature with in
2023-11-14 21:45:00525269.32 KB4
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Influence Diagram Bandits
InﬂuenceDiagramBandits:VariationalThompsonSamplingforStructuredBanditProblemsTongYu1BranislavKveton2ZhengWen3RuiyiZhang4OleJ.Mengshoel15Abstractandnewalgorithmsarenecessaryevenwhenthemodelingassum...
Bandits Influence Diagram
2023-11-14 21:44:391254686.96 KB30
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Improved Sleeping Bandits with Stochastic Action Sets and Adversarial Rewards
ImprovedSleepingBanditswithStochasticActionsSetsandAdversarialRewardsAadirupaSaha1PierreGaillard2MichalValko3Abstractetal.,2012).Howeverinvariousrealworldapplications,thedecisionspace(setofarmsA)of...
with Stochastic Bandits Improved Action
2023-11-14 21:44:35703489.72 KB18
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Improved Optimistic Algorithms for Logistic Bandits
ImprovedOptimisticAlgorithmsforLogisticBanditsLouisFaury12MarcAbeille1Cle´mentCalauze`nes1OlivierFercoq2Abstractetal.(2017)andreferencestherein),itspracticalinterestislimitedbythelinearstructureof...
for Algorithms Bandits Improved Optimistic
2023-11-14 21:44:351273437.94 KB2
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Gamification of Pure Exploration for Linear Bandits
GamiﬁcationofPureExplorationforLinearBanditsRe´myDegenne1PierreMe´nard2XuedongShang3MichalValko4Abstracthighconﬁdencetoagivenqueryusingasfewsamplesaspossible.Weinvestigateanactivepure-explorati...
of for Exploration Bandits Linear
2023-11-14 21:44:201052717.07 KB30
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Fiduciary Bandits
FiduciaryBanditsGalBahar1OmerBen-Porat1KevinLeyton-Brown2MosheTennenholtz1Abstractsarial(Aueretal.,1995)andnon-stationary(Besbesetal.,2014;Levineetal.,2017)Bandits.Recommendationsystemsoftenfaceexp...
Bandits Fiduciary
2023-11-14 21:44:14877351.98 KB4
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Beyond UCB Optimal and Efficient Contextual Bandits with Regression Oracles
BeyondUCB:OptimalandEfﬁcientContextualBanditswithRegressionOraclesDylanJ.Foster1AlexanderRakhlin1Abstractible,generalpurposealgorithmsthatworkforarbitrary,user-speciﬁedclassesofpoliciesandcomewit...
Efficient and Beyond Optimal Contextual
2023-11-14 21:43:156102.14 MB22
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