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Mengxiao Zhang

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Preprint Aug 2026

Toward Optimal Second-Order Path-Length Guarantee for Adversarial Multi-Armed Bandits

An algorithm is designed that achieves second-order path-length regret in adversarial $K$-armed bandits against oblivious loss sequences using an adaptive restart scheme whose path-length estimator has uniformly bounded increments.

Mengxiao Zhang · 0 citations