Author

Xuefeng Gao

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Preprint Aug 2026

Reinforcement Learning for Continuous-Time Jump Markov Decision Processes with Applications to Network Dynamic Pricing

Numerical experiments in network dynamic pricing show that the proposed RL algorithm reliably learns near-optimal policies and consistently outperforms standard benchmark methods, demonstrating superior solution quality and effective scalability to large-scale network instances.

Hui-Ling Meng, Ning-Yuan Chen, Xue-Feng Gao · 1 citation

Preprint Aug 2026

Learning under Opponent Unawareness in Linear-Quadratic Stochastic Games

This paper studies learning in infinite-horizon, nonzero-sum linear-quadratic stochastic games under a radically uncoupled information structure, where players are either unaware of opponents or strategically oblivious, observing only their own action history.

Dantong Chu, Xue-Feng Gao, Yufei Zhang · 0 citations