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Semantic communication (SemCom) has emerged as a promising paradigm for 6G wireless systems by transmitting task-relevant information rather than raw bits, yet existing approaches remain vulnerable to dual sources of uncertainty: semantic…

网络与互联网体系结构 · 计算机科学 2026-01-26 Long Tan Le , Senura Hansaja Wanasekara , Zerun Niu , Nguyen H. Tran , Phuong Vo , Walid Saad , Dusit Niyato , Zhu Han , Choong Seon Hong , H. Vincent Poor

Semantic communication has become a popular research area due its high spectrum efficiency and error-correction performance. Some studies use deep learning to extract semantic features, which usually form end-to-end semantic communication…

信号处理 · 电气工程与系统科学 2022-10-04 Peiwen Jiang , Chao-Kai Wen , Shi Jin , Geoffrey Ye Li

In this paper, we delve into the challenge of optimizing joint communication and computation for semantic communication over wireless networks using a probability graph framework. In the considered model, the base station (BS) extracts the…

信息论 · 计算机科学 2025-04-09 Zhouxiang Zhao , Zhaohui Yang , Xu Gan , Quoc-Viet Pham , Chongwen Huang , Wei Xu , Zhaoyang Zhang

Semantic communication has emerged as a promising technology to break the Shannon limit by extracting the meaning of source data and sending relevant semantic information only. However, some mobile devices may have limited computation and…

信息论 · 计算机科学 2023-11-17 Tianyu Liu , Changsheng You , Zeyang Hu , Chenyu Wu , Yi Gong , Kaibin Huang

Semantic communication (SemCom) is an emerging paradigm that leverages semantic-level understanding to improve communication efficiency, particularly in resource-constrained scenarios. However, existing SemCom systems often overlook diverse…

网络与互联网体系结构 · 计算机科学 2025-06-25 Xinyi Lin , Peizheng Li , Adnan Aijaz

Semantic communication (SemCom) is expected to be a core paradigm in future communication networks, yielding significant benefits in terms of spectrum resource saving and information interaction efficiency. However, the existing SemCom…

网络与互联网体系结构 · 计算机科学 2024-10-29 Le Xia , Yao Sun , Chengsi Liang , Lei Zhang , Muhammad Ali Imran , Dusit Niyato

Artificial intelligence (AI) has become a key enabler for next-generation wireless communication systems, offering powerful tools to cope with the increasing complexity, dynamics, and heterogeneity of modern wireless environments. To…

信号处理 · 电气工程与系统科学 2026-05-01 Peng Yi , Ying-Chang Liang

Semantic communication (SemCom) is accelerating its momentum to catch up with the massive increase in users' demands in both quantity and quality, with the assistance of advanced deep learning (DL) techniques. Specifically, SemCom can…

信息论 · 计算机科学 2026-05-11 Loc X. Nguyen , Phuong-Nam Tran , Trung Thanh Pham , Avi Deb Raha , Eui-Nam Huh , Zhu Han , Choong Seon Hong

Today, wireless networks are becoming responsible for serving intelligent applications, such as extended reality and metaverse, holographic telepresence, autonomous transportation, and collaborative robots. Although current fifth-generation…

网络与互联网体系结构 · 计算机科学 2024-01-30 Hassan Saadat , Abdullatif Albaseer , Mohamed Abdallah , Amr Mohamed , Aiman Erbad

Semantic Communication (SemCom) is envisaged as the next-generation paradigm to address challenges stemming from the conflicts between the increasing volume of transmission data and the scarcity of spectrum resources. However, existing…

信号处理 · 电气工程与系统科学 2024-04-11 Yiru Wang , Wanting Yang , Zehui Xiong , Yuping Zhao , Tony Q. S. Quek , Zhu Han

Large model has emerged as a key enabler for the popularity of future networked intelligent applications. However, the surge of data traffic brought by intelligent applications puts pressure on the resource utilization and energy…

分布式、并行与集群计算 · 计算机科学 2025-01-28 Haijun Zhang , Jiaxin Ni , Zijun Wu , Xiangnan Liu , V. C. M. Leung

The International Telecommunication Union (ITU) identifies "Artificial Intelligence (AI) and Communication" as one of six key usage scenarios for 6G. Agentic AI, characterized by its ca-pabilities in multi-modal environmental sensing,…

Semantic communications (SC) is an emerging communication paradigm in which wireless devices can send only relevant information from a source of data while relying on computing resources to regenerate missing data points. However, the…

信息论 · 计算机科学 2024-09-30 Christo Kurisummoottil Thomas , Walid Saad

Due to the black-box characteristics of deep learning based semantic encoders and decoders, finding a tractable method for the performance analysis of semantic communications is a challenging problem. In this paper, we propose an…

机器学习 · 计算机科学 2025-05-01 Shuai Ma , Bin Shen , Chuanhui Zhang , Youlong Wu , Hang Li , Shiyin Li , Guangming Shi , Naofal Al-Dhahir

In Shannon theory, semantic aspects of communication were identified but considered irrelevant to the technical communication problems. Semantic communication (SC) techniques have recently attracted renewed research interests in (6G)…

信息论 · 计算机科学 2022-11-08 Shiva Raj Pokhrel , Jinho Choi

With spectrum resources becoming congested and the emergence of sensing-enabled wireless applications, conventional resource allocation methods need a revamp to support communications-only, sensing-only, and integrated sensing and…

信息论 · 计算机科学 2024-04-30 Ammar Mohamed Abouelmaati , Sylvester Aboagye , Hina Tabassum

As mission-critical (MC) services such as Unmanned Aerial Vehicles (UAVs) based emergency communication and Internet of Vehicles (IoVs) enabled autonomous driving emerge, the traditional communication framework can not meet the growing…

系统与控制 · 电气工程与系统科学 2025-12-02 Hui Zhou , Jiaying Guo , Marios Aristodemou , Zhaoyang Du , Shen Wang , Xiaolan Liu , Soufiene Djahel , Celimuge Wu

Semantic communication (SemCom) has emerged as a promising paradigm for future wireless networks by prioritizing task-relevant meaning over raw data delivery, thereby reducing communication overhead and improving efficiency. However,…

密码学与安全 · 计算机科学 2026-04-24 Weixuan Chen , Qianqian Yang , Yuanyuan Jia , Junyu Pan , Shuo Shao , Jincheng Dai , Meixia Tao , Ping Zhang

Semantic communication is considered the future of mobile communication, which aims to transmit data beyond Shannon's theorem of communications by transmitting the semantic meaning of the data rather than the bit-by-bit reconstruction of…

计算机视觉与模式识别 · 计算机科学 2023-04-11 Maheshi Lokumarambage , Vishnu Gowrisetty , Hossein Rezaei , Thushan Sivalingam , Nandana Rajatheva , Anil Fernando

We consider a wireless network scenario applicable to metropolitan areas with developed public transport networks and high commute demands, where the mobile user equipments (UEs) move along fixed and predetermined trajectories and request…

最优化与控制 · 数学 2022-02-22 Wanjun Ning , Zimu Xu , Jingjin Wu , Tiejun Tong