UCB-AA is a screening-enhanced UCB algorithm for bandits with arriving arms that delivers arrival-dependent regret bounds and sublinear dynamic regret under gap regularity conditions.
Burnetas and Michael N
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Multi-Armed Bandits with Arriving Arms: Sequential Screening, Dynamic Regret, and Sublinear Guarantees
UCB-AA is a screening-enhanced UCB algorithm for bandits with arriving arms that delivers arrival-dependent regret bounds and sublinear dynamic regret under gap regularity conditions.