Towards User-Centric 6G: Optimizing Wireless Networks with the Information Bottleneck

发布时间:2025-09-15浏览次数:88

Speaker:       Shuoyao Wang

Time:            14:00, Sep. 22nd

Location:      SIST 1C-201

Host:             Prof. Youlong Wu

Abstract:

  

  

Future 6G applications demand ultra-low latency and high reliability, motivating the convergence of communication, computing, and multimedia services at the network edge. A central challenge is to align wireless network performance with user-centric quality of experience (QoE).


In this talk, I will present a datamodel co-driven optimization framework that leverages imitation learning and the information bottleneck principle to enable adaptive video streaming under highly dynamic wireless conditions. The framework learns from offline expert policies, avoiding inefficient online exploration, and incorporates an adversarial information bottleneck to improve generalization. I will also introduce DeepBroadcast, a task-oriented semantic communication system for broadcasting. By combining semantic compression with dynamic fusion, DeepBroadcast adapts to diverse channel conditions and user requirements, significantly enhancing both efficiency and robustness. Guided by the information bottleneck framework, this approach highlights a unified path toward user-centric optimization in next-generation wireless networks.


Bio:

Dr. Shuoyao Wang received the B.Eng. (with first honor) and Ph.D. degrees in information engineering from The Chinese University of Hong Kong, Hong Kong, in 2013 and 2018, respectively. From 2018 to 2020, he was a Senior Researcher with Tencent, China. Since 2020, he has been with the College of Electronic and Information Engineering, Shenzhen University, China, where he is currently a tenured Associate Professor. His research interests mainly involve integrated machine learning and optimization in networked systems, such as video streaming, video analytics, and semantic communications. He has published more than 30 technical papers at top conferences and journals. He is currently on the editorial board of IEEE Transactions on Mobile Computing and IEEE Open Journal of Communication Society.