Guannan Qu
California Institute of Technology
H-index: 22
North America-United States
Top articles of Guannan Qu
Title | Journal | Author(s) | Publication Date |
---|---|---|---|
Decentralized graph-based multi-agent reinforcement learning using reward machines | Neurocomputing | Jueming Hu Zhe Xu Weichang Wang Guannan Qu Yutian Pang | 2024/1/7 |
Efficient Reinforcement Learning for Global Decision Making in the Presence of Local Agents at Scale | arXiv preprint arXiv:2403.00222 | Emile Anand Guannan Qu | 2024/3/1 |
Efficient Reinforcement Learning for Routing Jobs in Heterogeneous Queueing Systems | arXiv preprint arXiv:2402.01147 | Neharika Jali Guannan Qu Weina Wang Gauri Joshi | 2024/2/2 |
CoVO-MPC: Theoretical Analysis of Sampling-based MPC and Optimal Covariance Design | arXiv preprint arXiv:2401.07369 | Zeji Yi Chaoyi Pan Guanqi He Guannan Qu Guanya Shi | 2024/1/14 |
Certifying black-box policies with stability for nonlinear control | IEEE Open Journal of Control Systems | Tongxin Li Ruixiao Yang Guannan Qu Yiheng Lin Adam Wierman | 2023/2/1 |
Reinforcement Learning for Decision-Making and Control in Power Systems | Xin Chen Guannan Qu Yujie Tang Steven Low Na Li | 2023/7/19 | |
Natural Policy Gradient Preserves Spatial Decay Properties for Control of Networked Dynamical Systems | Eric Xu Guannan Qu | 2023/12/13 | |
Near-optimal distributed linear-quadratic regulator for networked systems | SIAM Journal on Control and Optimization | Sungho Shin Yiheng Lin Guannan Qu Adam Wierman Mihai Anitescu | 2023/6/30 |
KCRL: Krasovskii-Constrained Reinforcement Learning with Guaranteed Stability in Nonlinear Discrete-Time Systems | Sahin Lale Yuanyuan Shi Guannan Qu Kamyar Azizzadenesheli Adam Wierman | 2023/12/13 | |
Compositional neural certificates for networked dynamical systems | Songyuan Zhang Yumeng Xiu Guannan Qu Chuchu Fan | 2023/6/6 | |
A Scalable Network-Aware Multi-Agent Reinforcement Learning Framework for Decentralized Inverter-based Voltage Control | arXiv preprint arXiv:2312.04371 | Han Xu Jialin Zheng Guannan Qu | 2023/12/7 |
Deep Reinforcement Learning-Based Spatiotemporal Decision of Utility-Scale Highway Portable Energy Storage Systems | IEEE Transactions on Industry Applications | Yongkang Ding Guannan Qu Xinjiang Chen Jianxiao Wang Jie Song | 2023/5/10 |
Stability constrained reinforcement learning for decentralized real-time voltage control | IEEE Transactions on Control of Network Systems | Jie Feng Yuanyuan Shi Guannan Qu Steven H Low Anima Anandkumar | 2023/12/1 |
Global convergence of localized policy iteration in networked multi-agent reinforcement learning | Proceedings of the ACM on Measurement and Analysis of Computing Systems | Yizhou Zhang Guannan Qu Pan Xu Yiheng Lin Zaiwei Chen | 2023/2/28 |
Stability and Regret bounds on Distributed Truncated Predictive Control for Networked Dynamical Systems | arXiv preprint arXiv:2310.06194 | Eric Xu Guannan Qu | 2023/10/9 |
Stability constrained reinforcement learning for real-time voltage control | IEEE Transactions on Control of Network Systems | Jie Feng Yuanyuan Shi Guannan Qu Steven H Low Anima Anandkumar | 2023/12/1 |
Robustness and consistency in linear quadratic control with untrusted predictions | Proceedings of the ACM on Measurement and Analysis of Computing Systems | Tongxin Li Ruixiao Yang Guannan Qu Guanya Shi Chenkai Yu | 2022/2/25 |
On the sample complexity of stabilizing lti systems on a single trajectory | Advances in Neural Information Processing Systems | Yang Hu Adam Wierman Guannan Qu | 2022/12/6 |
Reinforcement learning for selective key applications in power systems: Recent advances and future challenges | Xin Chen Guannan Qu Yujie Tang Steven Low Na Li | 2022/2/25 | |
Bounded-regret mpc via perturbation analysis: Prediction error, constraints, and nonlinearity | Advances in Neural Information Processing Systems | Yiheng Lin Yang Hu Guannan Qu Tongxin Li Adam Wierman | 2022/12/6 |