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Federated Learning for 6G Security: A Survey on Threats, Solutions and Research Directions 面向6G安全的联邦学习：威胁、解决方案与研究方向综述
IEEE Communications Surveys & Tutorials
Pub Date : 2026-02-10 DOI: 10.1109/comst.2026.3663434
Chamitha De Alwis, Ons Aouedi, Jiaming Xu, Shen Wang, Yushan Siriwardhana, Tharaka Hewa, Engin Zeydan, Chamara Sandeepa, Madhusanka Liyanage
{"title":"Federated Learning for 6G Security: A Survey on Threats, Solutions and Research Directions","authors":"Chamitha De Alwis, Ons Aouedi, Jiaming Xu, Shen Wang, Yushan Siriwardhana, Tharaka Hewa, Engin Zeydan, Chamara Sandeepa, Madhusanka Liyanage","doi":"10.1109/comst.2026.3663434","DOIUrl":"https://doi.org/10.1109/comst.2026.3663434","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"13 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2026-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146161386","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Survey on Reconfigurable and Movable Antennas for Wireless Communications and Sensing 无线通信与传感用可重构可移动天线研究进展
IEEE Communications Surveys & Tutorials
Pub Date : 2026-02-09 DOI: 10.1109/comst.2026.3663021
Wenyan Ma, Lipeng Zhu, Yanhua Tan, Beixiong Zheng, Yujie Zhang, Yuchen Zhang, Keke Ying, Zhen Gao, He Sun, Xiaodan Shao, Zhenyu Xiao, Dusit Niyato, Rui Zhang
{"title":"A Survey on Reconfigurable and Movable Antennas for Wireless Communications and Sensing","authors":"Wenyan Ma, Lipeng Zhu, Yanhua Tan, Beixiong Zheng, Yujie Zhang, Yuchen Zhang, Keke Ying, Zhen Gao, He Sun, Xiaodan Shao, Zhenyu Xiao, Dusit Niyato, Rui Zhang","doi":"10.1109/comst.2026.3663021","DOIUrl":"https://doi.org/10.1109/comst.2026.3663021","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"100 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146161316","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
ML-Enabled Open RAN: A Comprehensive Survey of Architectures, Challenges, and Opportunities 支持ml的开放RAN：对架构、挑战和机遇的全面调查
IEEE Communications Surveys & Tutorials
Pub Date : 2026-02-03 DOI: 10.1109/comst.2026.3660649
Mira Chandra Kirana, Patatchona Keyela, Fatemeh Rostamian, Deemah H. Tashman, Soumaya Cherkaoui
{"title":"ML-Enabled Open RAN: A Comprehensive Survey of Architectures, Challenges, and Opportunities","authors":"Mira Chandra Kirana, Patatchona Keyela, Fatemeh Rostamian, Deemah H. Tashman, Soumaya Cherkaoui","doi":"10.1109/comst.2026.3660649","DOIUrl":"https://doi.org/10.1109/comst.2026.3660649","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"58 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146110358","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Agentic Satellite-Augmented Low-Altitude Economy and Terrestrial Networks: A Survey on Generative Approaches 机构卫星增强低空经济与地面网络：生成方法综述
IEEE Communications Surveys & Tutorials
Pub Date : 2026-02-03 DOI: 10.1109/comst.2026.3660854
Xiaozheng Gao, Yichen Wang, Bosen Liu, Xiao Zhou, Ruichen Zhang, Jiacheng Wang, Dusit Niyato, Dong In Kim, Abbas Jamalipour, Chau Yuen, Jianping An, Kai Yang
{"title":"Agentic Satellite-Augmented Low-Altitude Economy and Terrestrial Networks: A Survey on Generative Approaches","authors":"Xiaozheng Gao, Yichen Wang, Bosen Liu, Xiao Zhou, Ruichen Zhang, Jiacheng Wang, Dusit Niyato, Dong In Kim, Abbas Jamalipour, Chau Yuen, Jianping An, Kai Yang","doi":"10.1109/comst.2026.3660854","DOIUrl":"https://doi.org/10.1109/comst.2026.3660854","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"58 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2026-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146110359","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pivotal AI Paradigms for Satellite Communication Security: From Machine Learning to Large Language Models 卫星通信安全的关键人工智能范式：从机器学习到大型语言模型
IEEE Communications Surveys & Tutorials
Pub Date : 2026-01-28 DOI: 10.1109/comst.2026.3658670
Yawen Tan, Tiago Koketsu Rodrigues, Nei Kato, Masayuki Ariyoshi, Yohei Hasegawa
{"title":"Pivotal AI Paradigms for Satellite Communication Security: From Machine Learning to Large Language Models","authors":"Yawen Tan, Tiago Koketsu Rodrigues, Nei Kato, Masayuki Ariyoshi, Yohei Hasegawa","doi":"10.1109/comst.2026.3658670","DOIUrl":"https://doi.org/10.1109/comst.2026.3658670","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"36 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2026-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146070707","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep Reinforcement Learning in Software Defined Networking: A Survey, Research Challenges and Future Perspectives 软件定义网络中的深度强化学习：调查、研究挑战和未来展望
IEEE Communications Surveys & Tutorials
Pub Date : 2026-01-21 DOI: 10.1109/comst.2026.3656733
Vijay Prakash Bijlwan, Neetesh Kumar
{"title":"Deep Reinforcement Learning in Software Defined Networking: A Survey, Research Challenges and Future Perspectives","authors":"Vijay Prakash Bijlwan, Neetesh Kumar","doi":"10.1109/comst.2026.3656733","DOIUrl":"https://doi.org/10.1109/comst.2026.3656733","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"63 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2026-01-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146042879","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Frontiers of Generative AI for Network Optimization: Theories, Limits, and Visions 网络优化生成人工智能的前沿：理论、限制和愿景
IEEE Communications Surveys & Tutorials
Pub Date : 2026-01-20 DOI: 10.1109/comst.2026.3656241
Bo Yang, Ruihuai Liang, Weixin Li, Han Wang, Xuelin Cao, Zhiwen Yu, Samson Lasaulce, Mérouane Debbah, Mohamed-Slim Alouini, H. Vincent Poor, Chau Yuen
{"title":"Frontiers of Generative AI for Network Optimization: Theories, Limits, and Visions","authors":"Bo Yang, Ruihuai Liang, Weixin Li, Han Wang, Xuelin Cao, Zhiwen Yu, Samson Lasaulce, Mérouane Debbah, Mohamed-Slim Alouini, H. Vincent Poor, Chau Yuen","doi":"10.1109/comst.2026.3656241","DOIUrl":"https://doi.org/10.1109/comst.2026.3656241","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2026-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146042882","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integrated Sensing and Communications Over the Years: An Evolution Perspective 多年来的集成传感和通信：一个进化的视角
IEEE Communications Surveys & Tutorials
Pub Date : 2026-01-19 DOI: 10.1109/comst.2026.3655674
Di Zhang, Yuanhao Cui, Xiaowen Cao, Nanchi Su, Yi Gong, Fan Liu, Weijie Yuan, Xiaojun Jing, J. Andrew Zhang, Jie Xu, Christos Masouros, Dusit Niyato, Marco Di Renzo
{"title":"Integrated Sensing and Communications Over the Years: An Evolution Perspective","authors":"Di Zhang, Yuanhao Cui, Xiaowen Cao, Nanchi Su, Yi Gong, Fan Liu, Weijie Yuan, Xiaojun Jing, J. Andrew Zhang, Jie Xu, Christos Masouros, Dusit Niyato, Marco Di Renzo","doi":"10.1109/comst.2026.3655674","DOIUrl":"https://doi.org/10.1109/comst.2026.3655674","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"273 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2026-01-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146001227","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Precoding Matrix Indicator in the 5G NR Protocol: A Tutorial on 3GPP Beamforming Codebooks 5G NR协议中的预编码矩阵指示器：3GPP波束形成码本教程
IEEE Communications Surveys & Tutorials
Pub Date : 2026-01-12 DOI: 10.1109/comst.2026.3653568
Boyu Ning, Haifan Yin, Sixu Liu, Hao Deng, Songjie Yang, Yuchen Zhang, Weidong Mei, David Gesbert, Jaebum Park, Robert W. Heath, Emil Björnson
{"title":"Precoding Matrix Indicator in the 5G NR Protocol: A Tutorial on 3GPP Beamforming Codebooks","authors":"Boyu Ning, Haifan Yin, Sixu Liu, Hao Deng, Songjie Yang, Yuchen Zhang, Weidong Mei, David Gesbert, Jaebum Park, Robert W. Heath, Emil Björnson","doi":"10.1109/comst.2026.3653568","DOIUrl":"https://doi.org/10.1109/comst.2026.3653568","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"50 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2026-01-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145955692","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Survey of Quantum Deep Reinforcement Learning for Resource Allocation in Future Wireless Networks 面向未来无线网络资源分配的量子深度强化学习研究综述
IEEE Communications Surveys & Tutorials
Pub Date : 2025-11-28 DOI: 10.1109/comst.2025.3638435
Ni Made Erma Pratiwi Astiti, Byung Moo Lee
{"title":"A Survey of Quantum Deep Reinforcement Learning for Resource Allocation in Future Wireless Networks","authors":"Ni Made Erma Pratiwi Astiti, Byung Moo Lee","doi":"10.1109/comst.2025.3638435","DOIUrl":"https://doi.org/10.1109/comst.2025.3638435","url":null,"abstract":"","PeriodicalId":517382,"journal":{"name":"IEEE Communications Surveys & Tutorials","volume":"194 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2025-11-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145613497","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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