Distributed reinforcement learning for decentralized linear quadratic control: A derivative-free policy optimization approach Y Li, Y Tang, R Zhang, N Li IEEE Transactions on Automatic Control 67 (12), 6429-6444, 2021 | 93 | 2021 |
Gradient play in stochastic games: Stationary points and local geometry RC Zhang, Z Ren, N Li IFAC-PapersOnLine 55 (30), 73-78, 2022 | 66* | 2022 |
On the regret analysis of online LQR control with predictions R Zhang, Y Li, N Li 2021 American Control Conference (ACC), 697-703, 2021 | 43 | 2021 |
Policy optimization for markov games: Unified framework and faster convergence R Zhang, Q Liu, H Wang, C Xiong, N Li, Y Bai Advances in Neural Information Processing Systems 35, 21886-21899, 2022 | 25 | 2022 |
On the global convergence rates of decentralized softmax gradient play in markov potential games R Zhang, J Mei, B Dai, D Schuurmans, N Li Advances in Neural Information Processing Systems 35, 1923-1935, 2022 | 24* | 2022 |
Neural nonnegative matrix factorization for hierarchical multilayer topic modeling M Gao, J Haddock, D Molitor, D Needell, E Sadovnik, T Will, R Zhang 2019 IEEE 8th International Workshop on Computational Advances in Multi …, 2019 | 13 | 2019 |
Adaptive model predictive control with ensembled multi-time scale deep-learning models for smart control of natural ventilation EX Chen, X Han, A Malkawi, R Zhang, N Li Building and Environment 242, 110519, 2023 | 9 | 2023 |
Regularized robust mdps and risk-sensitive mdps: Equivalence, policy gradient, and sample complexity R Zhang, Y Hu, N Li arXiv preprint arXiv:2306.11626, 2023 | 8 | 2023 |
On the optimal control of network LQR with spatially-exponential decaying structure RC Zhang, W Li, N Li 2023 American Control Conference (ACC), 1775-1780, 2023 | 7 | 2023 |
Multi-agent reinforcement learning with reward delays Y Zhang, R Zhang, Y Gu, N Li Learning for Dynamics and Control Conference, 692-704, 2023 | 5 | 2023 |
On the relationship of optimal state feedback and disturbance response controllers RC Zhang, Y Zheng, W Li, N Li IFAC-PapersOnLine 56 (2), 7503-7508, 2023 | 2 | 2023 |
Markov games with decoupled dynamics: Price of anarchy and sample complexity R Zhang, Y Zhang, R Konda, B Ferguson, J Marden, N Li 2023 62nd IEEE Conference on Decision and Control (CDC), 8100-8107, 2023 | 1 | 2023 |
Multi-Agent Coverage Control with Transient Behavior Consideration R Zhang, H Ma, N Li arXiv preprint arXiv:2404.05995, 2024 | | 2024 |
Scalable Reinforcement Learning for Linear-Quadratic Control of Networks J Olsson, R Zhang, E Tegling, N Li arXiv preprint arXiv:2401.16183, 2024 | | 2024 |
Cooperative Multi-Agent Graph Bandits: UCB Algorithm and Regret Analysis P Paschalidis, R Zhang, N Li arXiv preprint arXiv:2401.10383, 2024 | | 2024 |