Thompson Sampling for Robust Transfer in Multi-Task Bandits

Zhi Wang, Chicheng Zhang, Kamalika Chaudhuri

We study the problem of online multi-task learning where the tasks are performed within similar but not necessarily identical multi-armed bandit environments. In particular, we stu…