2 papers
cs.LG2025
Decentralized Asynchronous Multi-player Bandits
Jingqi Fan, Canzhe Zhao, Shuai Li +1
In recent years, multi-player multi-armed bandits (MP-MAB) have been extensively studied due to their wide applications in cognitive radio networks and Internet of Things systems.…
cs.LG2025
Heavy-tailed Linear Bandits: Adversarial Robustness, Best-of-both-worlds, and Beyond
Canzhe Zhao, Shinji Ito, Shuai Li
Heavy-tailed bandits have been extensively studied since the seminal work of \citet{Bubeck2012BanditsWH}. In particular, heavy-tailed linear bandits, enabling efficient learning wi…