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...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Zhang, S, Liu, B, Whiteson, S
التنسيق: Conference item
اللغة:English
منشور في: Journal of Machine Learning Research 2020