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math.OC2021★ 3 cited
Faster Algorithm and Sharper Analysis for Constrained Markov Decision Process
Tianjiao Li, Ziwei Guan, Shaofeng Zou +3
The problem of constrained Markov decision process (CMDP) is investigated, where an agent aims to maximize the expected accumulated discounted reward subject to multiple constraint…
cs.LG2021★ 2 cited
PER-ETD: A Polynomially Efficient Emphatic Temporal Difference Learning Method
Ziwei Guan, Tengyu Xu, Yingbin Liang
Emphatic temporal difference (ETD) learning (Sutton et al., 2016) is a successful method to conduct the off-policy value function evaluation with function approximation. Although E…