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cs.LG2021★ 6 cited
A Provably-Efficient Model-Free Algorithm for Constrained Markov Decision Processes
Honghao Wei, Xin Liu, Lei Ying
This paper presents the first model-free, simulator-free reinforcement learning algorithm for Constrained Markov Decision Processes (CMDPs) with sublinear regret and zero constrain…
cs.LG2020
FORK: A Forward-Looking Actor For Model-Free Reinforcement Learning
Honghao Wei, Lei Ying
In this paper, we propose a new type of Actor, named forward-looking Actor or FORK for short, for Actor-Critic algorithms. FORK can be easily integrated into a model-free Actor-Cri…