[KongchangAI]
Unverified50% confidenceFactExact time

Best-of-both-worlds guarantees mean that the algorithm can achieve near-optimal performance in both adversarial and stochastic environments without knowing the environment type in advance; this paper's algorithm is the first to achieve such guarantees in weakly observable graph bandits.

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11/4/2026
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