Anran Hu

A General Framework for Learning Mean-Field Games pdf

Renyuan Xu, Xin Guo, Anran Hu, 2020, ArXiv.

Learning Mean-Field Games

Renyuan Xu, Xin Guo, Anran Hu, 2019, NeurIPS.

Theoretical Guarantees of Fictitious Discount Algorithms for Episodic Reinforcement Learning and Global Convergence of Policy Gradient Methods pdf

Xin Guo, Anran Hu, Junzi Zhang, 2021, AAAI.

Reinforcement learning for linear-convex models with jumps via stability analysis of feedback controls pdf

Xin Guo, Anran Hu, Yufei Zhang, 2021, ArXiv.

Logarithmic Regret for Episodic Continuous-Time Linear-Quadratic Reinforcement Learning Over a Finite-Time Horizon

Xin Guo, Anran Hu, Matteo Basei, 2020, J. Mach. Learn. Res..

Linear Quadratic Reinforcement Learning: Sublinear Regret in the Episodic Continuous-Time Framework

Xin Guo, Anran Hu, Matteo Basei, 2020 .