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

Kaifei Wang, Yinyu Ye, Han Zhong

Multi-armed bandit algorithms are evaluated by regret, yet comparable regret can coexist with different allocations across independent runs. We study the trade-off between worst-ca…