Learning dynamics and generalization in reinforcement learning

Solving a reinforcement learning (RL) problem poses two competing challenges: fitting a potentially discontinuous value function, and generalizing well to new observations. In this paper, we analyze the learning dynamics of temporal difference algorithms to gain novel insight into the tension betwee...

Полное описание

Библиографические подробности
Главные авторы: Lyle, C, Rowland, M, Dabney, W, Kwiatkowska, M, Gal, Y
Формат: Conference item
Язык:English
Опубликовано: Journal of Machine Learning Research 2022