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08/08/2023
Cooperative Multi-agent Bandits: Distributed Algorithms with Optimal Individual Regret and Constant Communication Costs
Recently, there has been extensive study of cooperative multi-agent mult...
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06/13/2023
Multi-Fidelity Multi-Armed Bandits Revisited
We study the multi-fidelity multi-armed bandit (MF-MAB), an extension of...
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02/15/2023
On-Demand Communication for Asynchronous Multi-Agent Bandits
This paper studies a cooperative multi-agent multi-armed stochastic band...
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06/17/2022
Multiple-Play Stochastic Bandits with Shareable Finite-Capacity Arms
We generalize the multiple-play multi-armed bandits (MP-MAB) problem wit...
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04/28/2022