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#machine learning Preprint Aug 2026

Toward the Optimal Regret-Instability Trade-off in Multi-Armed Bandits

The results resolve the open question raised in the literature concerning the sharp arm-dependent regret--instability frontier and develop a new offline top-prefix representation that removes path dependence from online decisions.

Kaifei Wang, Y. Ye, Han Zhong · 0 citations