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improving multi-armed bandits

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concave reward functions (1) randomized online algorithm (1) approximation factor (1) stochastic method (1) optimal reward (1)

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Nearly-tight Approximation Guarantees for the Improving Multi-Armed Bandits Problem ALT 2025