First claimed regret bound for non-stationary restless multi-armed bandits via per-arm sliding-window optimism, but it holds for a relaxed regret measure and the proof contains gaps.
Optimistic whittle index policy: Online learning for restless bandits
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Non-Stationary Restless Multi-Armed Bandits with Provable Guarantee
First claimed regret bound for non-stationary restless multi-armed bandits via per-arm sliding-window optimism, but it holds for a relaxed regret measure and the proof contains gaps.