GradientDICE: rethinking generalized offline estimation of stationary values

We present GradientDICE for estimating the density ratio between the state distribution of the target policy and the sampling distribution in off-policy reinforcement learning. GradientDICE fixes several problems of GenDICE (Zhang et al., 2020), the current state-of-the-art for estimating such densi...

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Những tác giả chính: Zhang, S, Liu, B, Whiteson, S
Định dạng: Conference item
Ngôn ngữ:English
Được phát hành: Journal of Machine Learning Research 2020