48 citations · 117 across the 14 of their papers we have counts for
14 papers
Plasma Shape Control via Zero-shot Generative Reinforcement Learning
Niannian Wu, Rongpeng Li, Zongyu Yang +6
Traditional PID controllers have limited adaptability for plasma shape control, and task-specific reinforcement learning (RL) methods suffer from limited generalization and the nee…
Towards Net-Zero Carbon Emissions in Network AI for 6G and Beyond
Peng Zhang, Yong Xiao, Yingyu Li +3
A global effort has been initiated to reduce the worldwide greenhouse gas (GHG) emissions, primarily carbon emissions, by half by 2030 and reach net-zero by 2050. The development o…
Rate-Distortion-Perception Theory for Semantic Communication
Jingxuan Chai, Yong Xiao, Guangming Shi +1
Semantic communication has attracted significant interest recently due to its capability to meet the fast growing demand on user-defined and human-oriented communication services s…
Physical-Layer Semantic-Aware Network for Zero-Shot Wireless Sensing
Huixiang Zhu, Yong Xiao, Yingyu Li +2
Device-free wireless sensing has recently attracted significant interest due to its potential to support a wide range of immersive human-machine interactive applications. However,…
Reasoning over the Air: A Reasoning-based Implicit Semantic-Aware Communication Framework
Yong Xiao, Yiwei Liao, Yingyu Li +5
Semantic-aware communication is a novel paradigm that draws inspiration from human communication focusing on the delivery of the meaning of messages. It has attracted significant i…
Mathematical Characterization of Signal Semantics and Rethinking of the Mathematical Theory of Information
Guangming Shi, Dahua Gao, Shuai Ma +3
Shannon information theory is established based on probability and bits, and the communication technology based on this theory realizes the information age. The original goal of Sh…
Distributed Traffic Synthesis and Classification in Edge Networks: A Federated Self-supervised Learning Approach
Yong Xiao, Rong Xia, Yingyu Li +5
With the rising demand for wireless services and increased awareness of the need for data protection, existing network traffic analysis and management architectures are facing unpr…
Adversarial Learning for Implicit Semantic-Aware Communications
Zhimin Lu, Yong Xiao, Zijian Sun +5
Semantic communication is a novel communication paradigm that focuses on recognizing and delivering the desired meaning of messages to the destination users. Most existing works in…
Time-sensitive Learning for Heterogeneous Federated Edge Intelligence
Yong Xiao, Xiaohan Zhang, Guangming Shi +3
Real-time machine learning has recently attracted significant interest due to its potential to support instantaneous learning, adaptation, and decision making in a wide range of ap…
Imitation Learning-based Implicit Semantic-aware Communication Networks: Multi-layer Representation and Collaborative Reasoning
Yong Xiao, Zijian Sun, Guangming Shi +1
Semantic communication has recently attracted significant interest from both industry and academia due to its potential to transform the existing data-focused communication archite…
Life-long Learning for Reasoning-based Semantic Communication
Jingming Liang, Yong Xiao, Yingyu Li +2
Semantic communication is an emerging paradigm that focuses on understanding and delivering semantics, or meaning of messages. Most existing semantic communication solutions define…
Reasoning on the Air: An Implicit Semantic Communication Architecture
Yong Xiao, Yingyu Li, Guangming Shi +1
Semantic communication is a novel communication paradigm which draws inspiration from human communication focusing on the delivery of the meaning of a message to the intended users…
Adaptive Bit Rate Control in Semantic Communication with Incremental Knowledge-based HARQ
Qingyang Zhou, Rongpeng Li, Zhifeng Zhao +2
Semantic communication has witnessed a great progress with the development of natural language processing (NLP) and deep learning (DL). Although existing semantic communication tec…
Rate-Distortion Theory for Strategic Semantic Communication
Yong Xiao, Xu Zhang, Yingyu Li +2
This paper analyzes the fundamental limit of the strategic semantic communication problem in which a transmitter obtains a limited number of indirect observation of an intrinsic se…