| Learning mean-field games X Guo, A Hu, R Xu, J Zhang Advances in neural information processing systems 32, 2019 | 238 | 2019 |
| A general framework for learning mean-field games X Guo, A Hu, R Xu, J Zhang Mathematics of Operations Research 48 (2), 656-686, 2023 | 56 | 2023 |
| Logarithmic regret for episodic continuous-time linear-quadratic reinforcement learning over a finite-time horizon M Basei, X Guo, A Hu, Y Zhang Journal of Machine Learning Research 23 (178), 1-34, 2022 | 49* | 2022 |
| Reinforcement learning for linear-convex models with jumps via stability analysis of feedback controls X Guo, A Hu, Y Zhang SIAM Journal on Control and Optimization 61 (2), 755-787, 2023 | 28 | 2023 |
| MF-OMO: An optimization formulation of mean-field games X Guo, A Hu, J Zhang SIAM Journal on Control and Optimization 62 (1), 243-270, 2024 | 21 | 2024 |
| Consistency and computation of regularized MLEs for multivariate Hawkes processes X Guo, A Hu, R Xu, J Zhang arXiv preprint arXiv:1810.02955, 2018 | 21 | 2018 |
| Optimization frameworks and sensitivity analysis of Stackelberg mean-field games X Guo, A Hu, J Zhang arXiv preprint arXiv:2210.04110, 2022 | 12 | 2022 |
| Theoretical guarantees of fictitious discount algorithms for episodic reinforcement learning and global convergence of policy gradient methods X Guo, A Hu, J Zhang Proceedings of the AAAI Conference on Artificial Intelligence 36 (6), 6774-6782, 2022 | 8 | 2022 |
| MFGLib: A library for mean-field games X Guo, A Hu, M Santamaria, M Tajrobehkar, J Zhang arXiv preprint arXiv:2304.08630, 2023 | 7 | 2023 |
| Mf-oml: Online mean-field reinforcement learning with occupation measures for large population games A Hu, J Zhang arXiv preprint arXiv:2405.00282, 2024 | 3 | 2024 |
| Homogenization and Mean-Field Approximation for Multi-Player Games R Cont, A Hu arXiv preprint arXiv:2502.12389, 2025 | | 2025 |
| RESEARCH INTERESTS• Mathematical finance, financial engineering and FinTech• Applied probability, stochastic control and games• Reinforcement learning and machine learning X Guo, A Hu, M Santamaria, M Tajrobehkar, JZ MFGLib University of California, Berkeley 2022, 2016 | | 2016 |
| Industry Experience G Games EDUCATION 630, 9599, 0 | | |
