Quantity vs. Quality: On Hyperparameter Optimization for Deep Reinforcement Learning

Lars Hertel, Pierre Baldi, Daniel L. Gillen

Reinforcement learning algorithms can show strong variation in performance between training runs with different random seeds. In this paper we explore how this affects hyperparamet…