About
Juncheng Wang received the B.Eng. degree in Electrical Engineering from Shanghai Jiao Tong University, Shanghai, China, in 2014, the M.Sc. degree in Electrical and Computer Engineering from the University of Alberta, Edmonton, AB, Canada, in 2017, and the Ph.D. degree in Electrical and Computer Engineering from the University of Toronto, Toronto, ON, Canada, in 2023. His research interests include communication networks, online learning, distributed computing, and stochastic optimization.
Research Interests
- Networked Systems
- Mobile Communications
- Online Learning
- Distributed Computing
- Stochastic Optimization
Ph.D. Openings for Fall 2024: I am looking for self-motivated Ph.D. students and Research Assistants to work with me on
machine learning for networking and communications,
online learning and optimization theory, and
resource management in wireless networks. If you find there are some common research interests between us, please feel free to drop me an email with your CV, transcripts, and any other supporting materials.
Selected Publications
- Q. Song, W. Lin, J. Wang, and H. Xu, “Towards robust learning to optimize with theoretical guarantees,” to appear in Proc. IEEE Conf. Comp. Vis. Patt. Recogn. (CVPR), 2024.
- Q. Song, J. Wang, J. Li, G. Liu, and H. Xu, “A learning-only mothod for multi-cell multi-user MIMO sum rate maximization,” to appear in Proc. IEEE Conf. Comput. Commun. (INFOCOM), 2024.
- J. Wang, B. Liang, M. Dong, G. Boudreau, and H. Abou-Zeid, “Joint online optimization of model training and analog aggregation for wireless edge learning,” early access, IEEE/ACM Trans. Netw. (TON), 2024.
- J. Wang, M. Dong, B. Liang, G. Boudreau, and H. Abou-Zeid, “Hierarchical semi-online optimization for cooperative MIMO networks with information parsing,” IEEE Trans. Wireless Commun. (TWC), 2024.
- J. Wang, M. Dong, B. Liang, and G. Boudreau, “Periodic updates for constrained OCO with application to large-scale multi-antenna systems, ” IEEE Trans. Mobile Comput. (TMC), 2023.
- J. Wang, B. Liang, M. Dong, G. Boudreau, and A. Afana, “Online distributed optimization with efficient communication via temporal similarity,” in Proc. IEEE Conf. Comput. Commun. (INFOCOM), 2023.
- J. Wang, M. Dong, B. Liang, G. Boudreau, and H. Abou-Zeid, “Delay-tolerant OCO with long-term constraints: Algorithm and its application to network resource allocation,” IEEE/ACM Trans. Netw. (TON), 2023.
- J. Wang, B. Liang, M. Dong, and G. Boudreau, “Online multi-cell coordinated MIMO wireless network virtualization with imperfect CSI," IEEE Trans. Wireless Commun. (TWC), 2022.
- J. Wang, M. Dong, B. Liang, G. Boudreau, and H. Abou-Zeid, “Online model updating with analog aggregation in wireless edge learning,” in Proc. IEEE Conf. Comput. Commun. (INFOCOM), 2022.
- J. Wang, B. Liang, M. Dong, G. Boudreau, and H. Abou-Zeid, “Semi-online precoding with information parsing for cooperative MIMO wireless networks,” in Proc. IEEE Conf. Comput. Commun. (INFOCOM), 2022.
- J. Wang, M. Dong, B. Liang, G. Boudreau, and H. Abou-Zeid, “Distributed coordinated precoding for MIMO cellular network virtualization,” IEEE Trans. Wireless Commun. (TWC), 2022.
- J. Wang, B. Liang, M. Dong, G. Boudreau, and H. Abou-Zeid, “Delay-tolerant constrained OCO with application to network resource allocation,” in Proc. IEEE Conf. Comput. Commun. (INFOCOM), 2021.
- J. Wang, M. Dong, B. Liang, and G. Boudreau, “Online precoding design for downlink MIMO wireless network virtualization with imperfect CSI,” in Proc. IEEE Conf. Comput. Commun. (INFOCOM), 2020.