| Rectified deep neural networks overcome the curse of dimensionality for nonsmooth value functions in zero-sum games of nonlinear stiff systems C Reisinger, Y Zhang Analysis and Applications 18 (06), 951-999, 2020 | 96 | 2020 |
| 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 | 62* | 2022 |
| A Neural Network-Based Policy Iteration Algorithm with Global -Superlinear Convergence for Stochastic Games on Domains K Ito, C Reisinger, Y Zhang Foundations of Computational Mathematics 21 (2), 331-374, 2021 | 62 | 2021 |
| Convergence of policy gradient methods for finite-horizon exploratory linear-quadratic control problems M Giegrich, C Reisinger, Y Zhang SIAM Journal on Control and Optimization 62 (2), 1060-1092, 2024 | 41* | 2024 |
| Exploration-exploitation trade-off for continuous-time episodic reinforcement learning with linear-convex models L Szpruch, T Treetanthiploet, Y Zhang arXiv preprint arXiv:2112.10264, 2021 | 39 | 2021 |
| Optimal scheduling of entropy regularizer for continuous-time linear-quadratic reinforcement learning L Szpruch, T Treetanthiploet, Y Zhang SIAM Journal on Control and Optimization 62 (1), 135-166, 2024 | 37 | 2024 |
| Regularity and stability of feedback relaxed controls C Reisinger, Y Zhang SIAM Journal on Control and Optimization 59 (5), 3118-3151, 2021 | 37 | 2021 |
| 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 | 35 | 2023 |
| Understanding deep architecture with reasoning layer X Chen, Y Zhang, C Reisinger, L Song Advances in Neural Information Processing Systems 33, 1240-1252, 2020 | 29 | 2020 |
| A fast iterative PDE-based algorithm for feedback controls of nonsmooth mean-field control problems C Reisinger, W Stockinger, Y Zhang SIAM Journal on Scientific Computing 46 (4), A2737-A2773, 2024 | 25 | 2024 |
| A posteriori error estimates for fully coupled McKean-Vlasov forward-backward SDEs C Reisinger, W Stockinger, Y Zhang IMA Journal of Numerical Analysis 44 (4), 2323–2369, 2023 | 23 | 2023 |
| A Fisher–Rao Gradient Flow for Entropy-Regularised Markov Decision Processes in Polish Spaces B Kerimkulov, JM Leahy, D Siska, L Szpruch, Y Zhang Foundations of Computational Mathematics, 1-75, 2025 | 20 | 2025 |
| Approximation schemes for mixed optimal stopping and control problems with nonlinear expectations and jumps R Dumitrescu, C Reisinger, Y Zhang Applied Mathematics & Optimization 83 (3), 1387-1429, 2021 | 19 | 2021 |
| Entropy annealing for policy mirror descent in continuous time and space D Sethi, D Šiška, Y Zhang SIAM Journal on Control and Optimization 63 (4), 3006-3041, 2025 | 17 | 2025 |
| A Neural RDE approach for continuous-time non-Markovian stochastic control problems M Hoglund, E Ferrucci, C Hernandez, AM Gonzalez, C Salvi, ... International Conference on Machine Learning (ICML 23), New Frontiers in …, 2023 | 17 | 2023 |
| Linear convergence of a policy gradient method for some finite horizon continuous time control problems C Reisinger, W Stockinger, Y Zhang SIAM Journal on Control and Optimization 61 (6), 3526-3558, 2023 | 15 | 2023 |
| Error estimates of penalty schemes for quasi-variational inequalities arising from impulse control problems C Reisinger, Y Zhang SIAM Journal on Control and Optimization 58 (1), 243-276, 2020 | 15 | 2020 |
| An -Potential Game Framework for -Player Dynamic Games X Guo, X Li, Y Zhang SIAM Journal on Control and Optimization 63 (4), 2964-3005, 2025 | 14* | 2025 |
| Towards an analytical framework for dynamic potential games X Guo, Y Zhang SIAM Journal on Control and Optimization 63 (2), 1213-1242, 2025 | 12* | 2025 |
| Statistical learning with sublinear regret of propagator models E Neuman, Y Zhang arXiv preprint arXiv:2301.05157, 2023 | 11 | 2023 |
Christoph ReisingerProfessor of Applied Mathematics, University of OxfordVerified email at maths.ox.ac.uk
