| 2025 | ICML | A Theoretical Study of (Hyper) Self-Attention through the Lens of Interactions: Representation, Training, Generalization. | Muhammed Ustaomeroglu, Guannan Qu |
| 2025 | ICRA | Full-Order Sampling-Based MPC for Torque-Level Locomotion Control via Diffusion-Style Annealing. | Haoru Xue, Chaoyi Pan, Zeji Yi, Guannan Qu, Guanya Shi |
| 2025 | UAI | Learning to Stabilize Unknown LTI Systems on a Single Trajectory under Stochastic Noise. | Ziyi Zhang, Yorie Nakahira, Guannan Qu |
| 2024 | AISTATS | Efficient Reinforcement Learning for Routing Jobs in Heterogeneous Queueing Systems. | Neharika Jali, Guannan Qu, Weina Wang, Gauri Joshi |
| 2024 | ICML | Locally Interdependent Multi-Agent MDP: Theoretical Framework for Decentralized Agents with Dynamic Dependencies. | Alex DeWeese, Guannan Qu |
| 2023 | SIGMETRICS | Global Convergence of Localized Policy Iteration in Networked Multi-Agent Reinforcement Learning. | Yizhou Zhang, Guannan Qu, Pan Xu, Yiheng Lin, Zaiwei Chen, Adam Wierman |
| 2022 | ICML | Decentralized Online Convex Optimization in Networked Systems. | Yiheng Lin, Judy Gan, Guannan Qu, Yash Kanoria, Adam Wierman |
| 2022 | SIGMETRICS | Robustness and Consistency in Linear Quadratic Control with Untrusted Predictions. | Tongxin Li, Ruixiao Yang, Guannan Qu, Guanya Shi, Chenkai Yu, Adam Wierman, Steven H. Low |
| 2020 | COLT | Finite-Time Analysis of Asynchronous Stochastic Approximation and $Q$-Learning. | Guannan Qu, Adam Wierman |
| 2017 | IPCCC | Elastic scaling of virtual clusters in cloud data center networks. | Shuaibing Lu, Zhiyi Fang, Jie Wu, Guannan Qu |
| 2013 | GLOBECOM | A new class of data center network structures. | Jianfei Zhang, Zhiyi Fang, Guannan Qu, Si-Qing Zheng |
| 2013 | INDIN | Short-term wind power forecasting based on numerical weather prediction adjustment. | Guannan Qu, Jie Mei, Dawei He |
| 2010 | GLOBECOM | Making Contention-Tolerant Crossbar Switch Scalable. | Hyung Jae Chang, Guannan Qu, Jianping Wang, S. Q. Zheng |
| 2010 | HPSR | Designing fully distributed scheduling algorithms for contention-tolerant crossbar switches. | Guannan Qu, Hyung Jae Chang, Jianping Wang, Zhiyi Fang, Si-Qing Zheng |
| 2007 | CSCWD | A Framework of Agent-Based Collaborative Intelligent Transport System. | Xiaonan Liu, Zhiyi Fang, Guannan Qu, Hongjun Yang, Tong Pan |