Anran Hu

Publication Activity (10 Years)

Years Active: 2019-2024
Publications (10 Years): 13

Top Topics

Natural Actor Critic

Reinforcement Learning

Linear Complexity

Top Venues

SIAM J. Control. Optim.

Math. Oper. Res.

J. Mach. Learn. Res.

Publications

Anran Hu, Junzi Zhang
MF-OML: Online Mean-Field Reinforcement Learning with Occupation Measures for Large Population Games. CoRR (2024)
Xin Guo, Anran Hu, Junzi Zhang
MF-OMO: An Optimization Formulation of Mean-Field Games. SIAM J. Control. Optim. 62 (1) (2024)
Xin Guo, Anran Hu, Yufei Zhang
Reinforcement Learning for Linear-Convex Models with Jumps via Stability Analysis of Feedback Controls. SIAM J. Control. Optim. 61 (2) (2023)
Xin Guo, Anran Hu, Renyuan Xu, Junzi Zhang
A General Framework for Learning Mean-Field Games. Math. Oper. Res. 48 (2) (2023)
Xin Guo, Anran Hu, Matteo Santamaria, Mahan Tajrobehkar, Junzi Zhang
MFGLib: A Library for Mean-Field Games. CoRR (2023)
Matteo Basei, Xin Guo, Anran Hu, Yufei Zhang
Logarithmic Regret for Episodic Continuous-Time Linear-Quadratic Reinforcement Learning over a Finite-Time Horizon. J. Mach. Learn. Res. 23 (2022)
Xin Guo, Anran Hu, Junzi Zhang
MF-OMO: An Optimization Formulation of Mean-Field Games. CoRR (2022)
Xin Guo, Anran Hu, Junzi Zhang
Theoretical Guarantees of Fictitious Discount Algorithms for Episodic Reinforcement Learning and Global Convergence of Policy Gradient Methods. AAAI (2022)
Xin Guo, Anran Hu, Yufei Zhang
Reinforcement learning for linear-convex models with jumps via stability analysis of feedback controls. CoRR (2021)
Xin Guo, Anran Hu, Junzi Zhang
Theoretical Guarantees of Fictitious Discount Algorithms for Episodic Reinforcement Learning and Global Convergence of Policy Gradient Methods. CoRR (2021)
Matteo Basei, Xin Guo, Anran Hu, Yufei Zhang
Logarithmic regret for episodic continuous-time linear-quadratic reinforcement learning over a finite-time horizon. CoRR (2020)
Xin Guo, Anran Hu, Renyuan Xu, Junzi Zhang
A General Framework for Learning Mean-Field Games. CoRR (2020)
Xin Guo, Anran Hu, Renyuan Xu, Junzi Zhang
Learning Mean-Field Games. NeurIPS (2019)