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cs.LG2022★ 1 cited
Square-root regret bounds for continuous-time episodic Markov decision processes
Xuefeng Gao, Xun Yu Zhou
We study reinforcement learning for continuous-time Markov decision processes (MDPs) in the finite-horizon episodic setting. In contrast to discrete-time MDPs, the inter-transition…
cs.LG2022★ 1 cited
Logarithmic regret bounds for continuous-time average-reward Markov decision processes
Xuefeng Gao, Xun Yu Zhou
We consider reinforcement learning for continuous-time Markov decision processes (MDPs) in the infinite-horizon, average-reward setting. In contrast to discrete-time MDPs, a contin…