Non-stationary Bandits and Meta-Learning with a Small Set of Optimal Arms

MohammadJavad Azizi, Thang Duong, Yasin Abbasi-Yadkori +3

We study a sequential decision problem where the learner faces a sequence of $K$-armed bandit tasks. The task boundaries might be known (the bandit meta-learning setting), or unkno…