Guannan Qu
California Institute of Technology
H-index: 22
North America-United States
Top articles of Guannan Qu
Efficient Reinforcement Learning for Global Decision Making in the Presence of Local Agents at Scale
arXiv preprint arXiv:2403.00222
2024/3/1
Guannan Qu
H-Index: 13
Efficient Reinforcement Learning for Routing Jobs in Heterogeneous Queueing Systems
arXiv preprint arXiv:2402.01147
2024/2/2
CoVO-MPC: Theoretical Analysis of Sampling-based MPC and Optimal Covariance Design
arXiv preprint arXiv:2401.07369
2024/1/14
Guannan Qu
H-Index: 13
Guanya Shi
H-Index: 7
Decentralized graph-based multi-agent reinforcement learning using reward machines
Neurocomputing
2024/1/7
Natural Policy Gradient Preserves Spatial Decay Properties for Control of Networked Dynamical Systems
2023/12/13
Guannan Qu
H-Index: 13
KCRL: Krasovskii-Constrained Reinforcement Learning with Guaranteed Stability in Nonlinear Discrete-Time Systems
2023/12/13
A Scalable Network-Aware Multi-Agent Reinforcement Learning Framework for Decentralized Inverter-based Voltage Control
arXiv preprint arXiv:2312.04371
2023/12/7
Han Xu
H-Index: 3
Guannan Qu
H-Index: 13
Stability constrained reinforcement learning for decentralized real-time voltage control
IEEE Transactions on Control of Network Systems
2023/12/1
Stability and Regret bounds on Distributed Truncated Predictive Control for Networked Dynamical Systems
arXiv preprint arXiv:2310.06194
2023/10/9
Guannan Qu
H-Index: 13
Reinforcement Learning for Decision-Making and Control in Power Systems
2023/7/19
Near-optimal distributed linear-quadratic regulator for networked systems
SIAM Journal on Control and Optimization
2023/6/30
Compositional neural certificates for networked dynamical systems
2023/6/6
Guannan Qu
H-Index: 13
Chuchu Fan
H-Index: 11
Deep Reinforcement Learning-Based Spatiotemporal Decision of Utility-Scale Highway Portable Energy Storage Systems
IEEE Transactions on Industry Applications
2023/5/10
Global convergence of localized policy iteration in networked multi-agent reinforcement learning
Proceedings of the ACM on Measurement and Analysis of Computing Systems
2023/2/28
Certifying black-box policies with stability for nonlinear control
IEEE Open Journal of Control Systems
2023/2/1
On the sample complexity of stabilizing lti systems on a single trajectory
Advances in Neural Information Processing Systems
2022/12/6
Bounded-regret mpc via perturbation analysis: Prediction error, constraints, and nonlinearity
Advances in Neural Information Processing Systems
2022/12/6
Yiheng Lin
H-Index: 14
Yang Hu
H-Index: 7
Guannan Qu
H-Index: 13
Tongxin Li
H-Index: 9
Adam Wierman
H-Index: 37
Scalable reinforcement learning for multiagent networked systems
Operations Research
2022/2/23
Decentralized online convex optimization in networked systems
2022/6/28
Stability constrained reinforcement learning for real-time voltage control
IEEE Transactions on Control of Network Systems
2023/12/1
Co-Authors
