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Verification Based Solution for Structured MAB Problems
In these generalizations, additional structure is known in advance, causing the task of verifying the optimality of a candidate to be easier than discovering the best arm.
Multi-armed Bandits: Competing with Optimal Sequences
Our main result is a regret guarantee that scales with the variation parameter of the environment, without requiring any prior knowledge about it whatsoever.
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