发表论文

1.Hui Huang, Qiang Ye, Yitong Zhou. Real-Time Task Offloading with Task-Level Multi-Agent Transformer in Heterogeneous Multi-access Edge Computing. IEEE Transactions on Cloud Computing, 2026 (Accepted).

2.Liang Xu, Jie Hou, Hui Huang*, Shiquan Lin. Diversity-Driven Multi-Expert Deep Reinforcement Learning for Adaptive Mobile Edge Computing. IEEE Global Communications Conference, Dec 2026(Accepted).

3.Hui Huang, Qiang Ye, Yitong Zhou. Safety-critical offloading with constrained reinforcement learning for multi-access edge computing. ACM Transactions on Sensor Networks. 2025 Mar 22;21(2):1-37.

4.Hui Huang, Qiang Ye, Yitong Zhou. 6G-empowered offloading for realtime applications in multi-access edge computing. IEEE Transactions on Network Science and Engineering. 2022 Jul 7;10(3):1311-25. 

5.Hui Huang, Qiang Ye, Yitong Zhou. Deadline-aware task offloading with partially-observable deep reinforcement learning for multi-access edge computing. IEEE Transactions on Network Science and Engineering. 2021 Sep 24;9(6):3870-85.

6.Hui Huang, Lin M, Laurence T. Yang, Qingchen Zhang. Autonomous power management with double-Q reinforcement learning method. IEEE Transactions on Industrial Informatics. 2019 Nov 18;16(3):1938-46.

7.Hui Huang, Qiang Ye, Hongwei Du. Reinforcement learning based offloading for realtime applications in mobile edge computing. IEEE International Conference on Communications. 2020 Jun 7 (pp. 1-6).

 8.Yitong Zhou, Qiang Ye, Hui Huang. Multi-agent transformer-based workload allocation and worker selection in distributed coded machine learning. IEEE Transactions on Cognitive Communications and Networking. 2025 Sep 25.

9.Yitong Zhou, Qiang Ye, Hui Huang. DAS: A DRL-based scheme for workload allocation and worker selection in distributed coded machine learning. IEEE Internet of Things Journal. 2024 May 6;11(15):26076-90.

10.Yitong Zhou, Qiang Ye, Hui Huang. DRL-based workload allocation for distributed coded machine learning. IEEE International Conference on Communications. 2023 May 28 (pp. 3175-3180). 

11.Yutao Xu, Qiang Ye, Yujie Tang, Hui Huang, KS Awaisi. RLC: A Reinforcement Learning Based Charging Scheme for Battery Swap Stations. IEEE Global Communications Conference. 2023 Dec 4 (pp. 4176-4181). 

12.Yitong Zhou, Qiang Ye, Hui Huang, Du H. Deep reinforcement learning based admission control for throughput maximization in mobile edge computing. IEEE Vehicular Technology Conference. 2021 Sep 27 (pp. 1-6).