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...

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Bibliographic Details
Main Authors: Lyle, C, Rowland, M, Dabney, W, Kwiatkowska, M, Gal, Y
Format: Conference item
Language:English
Published: Journal of Machine Learning Research 2022