Regret Balancing for Bandit and RL Model Selection

Yasin Abbasi-Yadkori, Aldo Pacchiano, My Phan

We consider model selection in stochastic bandit and reinforcement learning problems. Given a set of base learning algorithms, an effective model selection strategy adapts to the b…