Performance Limits of a Deep Learning-Enabled Text Semantic Communication under Interference
École de Technologie Supérieure (ETS)(高等技术学院);National Institute of Standards and Technology (NIST)(美国国家标准与技术研究院);Virginia Tech(弗吉尼亚理工大学);Lebanese American University(黎巴嫩美国大学);University of Oulu(奥卢大学)
Tilahun M. Getu, Walid Saad, Georges Kaddoum, Mehdi Bennis
Although deep learning (DL)-enabled semantic communication (SemCom) has emerged as a 6G enabler by minimizing irrelevant information transmission -- minimizing power usage, bandwidth consumption, and transmission delay, its benefits can be limited by radio frequency interference (RFI) that causes substantial semantic noise. Such semantic noise's impact can be alleviated using an interference-resistant and robust (IR$^2$) SemCom design, though no such design exists yet. To stimulate fundamental research on IR2 SemCom, the performance limits of a popular text SemCom system named DeepSC are studied in the presence of (multi-interferer) RFI. By introducing a principled probabilistic framework for SemCom, we show that DeepSC produces semantically irrelevant sentences as the power of (multi-interferer) RFI gets very large. We also derive DeepSC's practical limits and a lower bound on its outage probability under multi-interferer RFI, and propose a (generic) lifelong DL-based IR$^2$ SemCom system. We corroborate the derived limits with simulations and computer experiments, which also affirm the vulnerability of DeepSC to a wireless attack using RFI.
Toward Mixture-of-Experts Enabled Trustworthy Semantic Communication for 6G Networks
School of Automation, Guangdong University of Technology(广东工业大学自动化学院);College of Computing and Data Science, Nanyang Technological University(南洋理工大学计算与数据科学学院);Pillar of Information Systems Technology and Design, Singapore University of Technology and Design(新加坡科技设计大学信息系统技术与设计支柱学院);Department of Electrical and Computer Engineering, University of Waterloo(滑铁卢大学电气与计算机工程系)
SemantIC: Semantic Interference Cancellation Towards 6G Wireless Communications
School of Electronics and Information, Northwestern Polytechnical University(西北工业大学电子信息学院);University of Houston(休斯顿大学);Kyung Hee University(庆熙大学);IMT-Atlantique(法国大西洋电信学院);Japan Advanced Institute of Science Technology(日本先进科学技术研究所);University of Oulu(奥卢大学)
Semantic Communication Enabled Holographic Video Processing and Transmission
Department of Electronic Engineering, Tsinghua University(清华大学电子工程系);Beijing National Research Center for Information Science and Technology (BNRist)(北京信息科学与技术国家研究中心);State Key Laboratory of Space Network and Communications(空间网络与通信国家重点实验室);State Key Laboratory of Mobile Network and Mobile Multimedia Technology(移动网络与移动多媒体技术国家重点实验室);ZTE Corporation(中兴通讯);Department of Electrical and Computer Engineering, University of Houston(休斯顿大学电气与计算机工程系);Department of Computer Science and Engineering, Kyung Hee University(庆熙大学计算机科学与工程系);Institute for Communication Systems (ICS), 5G/6G Innovation Centre, University of Surrey(Surrey 大学通信系统研究所(ICS)、5G/6G 创新中心);Faculty of Mathematics and Computer Science, Weizmann Institute of Science(魏兹曼科学研究院数学与计算机科学学院)
Outage Analysis of RSMA-Enabled Terrestrial Users Under Co-Channel Interference from HAPS
Department of Electronics and Communication Engineering, MNNIT, Allahabad, Prayagraj 211004, India(印度普拉亚格拉杰阿拉哈巴德MNNIT电子与通信工程系);Centre for Wireless Communications, University of Oulu, Finland(芬兰奥卢大学无线通信中心)
Hybrid Bit and Semantic Communications for UAV-Enabled Wireless Power Transfer Networks: A Decision-Assisted Deep Reinforcement Learning Approach
Southwest Jiaotong University(西南交通大学);University of Surrey(萨里大学);Sun Yat-sen University(中山大学);University of Nottingham Ningbo China(诺丁汉大学宁波校区);University of Miami(迈阿密大学)
Semantic Communication with an LLM-enabled Knowledge Base
Beijing Key Laboratory of Network System Architecture and Convergence, School of Information and Communication Engineering, Beijing University of Posts and Telecommunications(北京邮电大学信息通信工程学院网络系统架构与融合北京市重点实验室);Beijing Laboratory of Advanced Information Networks, School of Information and Communication Engineering, Beijing University of Posts and Telecommunications(北京邮电大学信息通信工程学院先进信息网络北京市重点实验室);Department of Electrical and Computer Engineering, Auburn University(奥本大学电气与计算机工程系)
University of Warwick(华威大学);National Communications Research Laboratory, Southeast University(东南大学国家通信研究实验室);European Space Agency Research and Technology Centre (ESA/ESTEC)(欧洲空间局研究与技术中心)
Beijing University of Posts and Telecommunications(北京邮电大学);University of Science and Technology Beijing(北京科技大学);Tsinghua University(清华大学);Fudan University(复旦大学);Nanyang Technological University(南洋理工大学)
Rotatable Antenna Enabled Multi-Cell Mixed Near-Field and Far-Field Communications
City University of Hong Kong(香港城市大学);Southern University of Science and Technology (SUSTech)(南方科技大学);Nanyang Technological University(南洋理工大学);South China University of Technology(华南理工大学);Singapore University of Technology and Design(新加坡科技设计大学)