17 citations · 69 across the 14 of their papers we have counts for
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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.LG2021★ 17 cited
An Efficient Pessimistic-Optimistic Algorithm for Stochastic Linear Bandits with General Constraints
Xin Liu, Bin Li, Pengyi Shi +1
This paper considers stochastic linear bandits with general nonlinear constraints. The objective is to maximize the expected cumulative reward over horizon subject to a set of…