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IEEE Transactions on Cognitive Communications and Networking最新文献

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GIA: LLM-Enabled Generative Intent Abstraction to Enhance Adaptability for Intent-Driven Networks
IF 7.4 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-25 DOI: 10.1109/TCCN.2025.3545589
Shiwen Kou;Chungang Yang;Mohan Gurusamy
{"title":"GIA: LLM-Enabled Generative Intent Abstraction to Enhance Adaptability for Intent-Driven Networks","authors":"Shiwen Kou;Chungang Yang;Mohan Gurusamy","doi":"10.1109/TCCN.2025.3545589","DOIUrl":"10.1109/TCCN.2025.3545589","url":null,"abstract":"Conventional intent-driven networks (IDNs) rely on static templates to translate declarative intents into imperative network configurations. However, the dynamic nature of network environments and evolving user requirements pose significant challenges to these inflexible approaches. With the rapid advancement of generative artificial intelligence (GenAI), there have been approaches in IDNs that have attempted to leverage Large Language Models (LLMs) for intent translation. Despite their promising preliminaries, these efforts generally employ few-shot learning techniques, which are often inadequate in scenarios where new or complex intents surpass the capabilities of the limited training examples. To overcome these limitations, we introduce a Generative Intent Abstraction (GIA) framework, which leverages LLMs with knowledge-enhanced prompting techniques to dynamically generate adaptable intent graphs by compelling the LLMs to write Python codes. Furthermore, we reformulate the intent negotiation into a subgraph isomorphism problem (SIP), ensuring the generated graphs continuously comply with the network capabilities. Experimental results on the network intent dataset from easy and medium levels to hard and previously unseen levels demonstrate the effectiveness and adaptability of the proposed GIA framework. It significantly outperforms traditional methods without knowledge augmentation, achieving more than 30% higher F1 score for medium-level intents and a significant 180% increase for previously unseen intents.","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"11 2","pages":"999-1012"},"PeriodicalIF":7.4,"publicationDate":"2025-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143495427","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mixed Data Augmentation Through the Integration of Mode Decomposition and Time-Series Transformation for Radio Signal Classification
IF 8.6 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-25 DOI: 10.1109/tccn.2025.3545730
Bin Wang, Zhuang Yuan, Jun Lu, Xianchao Zhang
{"title":"Mixed Data Augmentation Through the Integration of Mode Decomposition and Time-Series Transformation for Radio Signal Classification","authors":"Bin Wang, Zhuang Yuan, Jun Lu, Xianchao Zhang","doi":"10.1109/tccn.2025.3545730","DOIUrl":"https://doi.org/10.1109/tccn.2025.3545730","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"32 1","pages":""},"PeriodicalIF":8.6,"publicationDate":"2025-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143495425","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Unified Tensor-Based Joint AUD and ISAC Parameter Estimation With Large-Scale User Access
IF 8.6 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-25 DOI: 10.1109/tccn.2025.3545690
Tiancheng Yang, Dongxuan He, Huazhou Hou, Hua Wang, Hao Yin, Yongming Huang, Zhaocheng Wang, Tony Q.S. Quek
{"title":"A Unified Tensor-Based Joint AUD and ISAC Parameter Estimation With Large-Scale User Access","authors":"Tiancheng Yang, Dongxuan He, Huazhou Hou, Hua Wang, Hao Yin, Yongming Huang, Zhaocheng Wang, Tony Q.S. Quek","doi":"10.1109/tccn.2025.3545690","DOIUrl":"https://doi.org/10.1109/tccn.2025.3545690","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"210 1","pages":""},"PeriodicalIF":8.6,"publicationDate":"2025-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143495426","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Computation Offloading Optimization for UAV-Based Cloud-Edge Collaborative Task Scheduling Strategy
IF 8.6 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-24 DOI: 10.1109/tccn.2025.3544822
Haosheng Chen, Haixia Cui, Jiahuan Wang, Peng Cao, Yejun He, Mohsen Guizani
{"title":"Computation Offloading Optimization for UAV-Based Cloud-Edge Collaborative Task Scheduling Strategy","authors":"Haosheng Chen, Haixia Cui, Jiahuan Wang, Peng Cao, Yejun He, Mohsen Guizani","doi":"10.1109/tccn.2025.3544822","DOIUrl":"https://doi.org/10.1109/tccn.2025.3544822","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"18 1","pages":""},"PeriodicalIF":8.6,"publicationDate":"2025-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143486172","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
CNN-aided Self-Interference Estimation for In-Band Full-Duplex Systems
IF 8.6 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-21 DOI: 10.1109/tccn.2025.3544838
Iñigo Bilbao, Eneko Iradier, Jon Montalban, Pablo Angueira, Zhihong Hong, Yiyan Wu
{"title":"CNN-aided Self-Interference Estimation for In-Band Full-Duplex Systems","authors":"Iñigo Bilbao, Eneko Iradier, Jon Montalban, Pablo Angueira, Zhihong Hong, Yiyan Wu","doi":"10.1109/tccn.2025.3544838","DOIUrl":"https://doi.org/10.1109/tccn.2025.3544838","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"2 1","pages":""},"PeriodicalIF":8.6,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143470556","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Securing IRS-SWIPT Deployment in O-RAN
IF 8.6 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-21 DOI: 10.1109/tccn.2025.3544834
Muhammad J. Shehab, Ahmed Badawy
{"title":"Securing IRS-SWIPT Deployment in O-RAN","authors":"Muhammad J. Shehab, Ahmed Badawy","doi":"10.1109/tccn.2025.3544834","DOIUrl":"https://doi.org/10.1109/tccn.2025.3544834","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"128 1","pages":""},"PeriodicalIF":8.6,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143470555","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Energy Efficiency Optimization of RIS-Assisted UAV Search-Based Cognitive Communication in Complex Obstacle Avoidance Environments 复杂避障环境中基于认知通信的 RIS 辅助无人机搜索的能效优化
IF 8.6 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-21 DOI: 10.1109/tccn.2025.3544267
Zhen Wang, Jiajin Wen, Jiahong He, Lisu Yu, Zipeng Li
{"title":"Energy Efficiency Optimization of RIS-Assisted UAV Search-Based Cognitive Communication in Complex Obstacle Avoidance Environments","authors":"Zhen Wang, Jiajin Wen, Jiahong He, Lisu Yu, Zipeng Li","doi":"10.1109/tccn.2025.3544267","DOIUrl":"https://doi.org/10.1109/tccn.2025.3544267","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"11 1","pages":""},"PeriodicalIF":8.6,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143470561","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Communication-Efficient Centralized and Decentralized Coded Caching for Hierarchical Cache-Aided Networks
IF 8.6 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-21 DOI: 10.1109/tccn.2025.3544673
Youlong Wu, Xiyu Song, Ke Wang, Shujie Cao, Jiahui Chen, Shuai Ma
{"title":"Communication-Efficient Centralized and Decentralized Coded Caching for Hierarchical Cache-Aided Networks","authors":"Youlong Wu, Xiyu Song, Ke Wang, Shujie Cao, Jiahui Chen, Shuai Ma","doi":"10.1109/tccn.2025.3544673","DOIUrl":"https://doi.org/10.1109/tccn.2025.3544673","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"5 1","pages":""},"PeriodicalIF":8.6,"publicationDate":"2025-02-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143470557","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enabling Robust and Generalized DRL-Driven Routing Optimization via Exploration of Graph Neural Networks
IF 8.6 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-20 DOI: 10.1109/tccn.2025.3544276
Yuqian Song, Jingli Zhou, Xinyuan Li, Jun Liu
{"title":"Enabling Robust and Generalized DRL-Driven Routing Optimization via Exploration of Graph Neural Networks","authors":"Yuqian Song, Jingli Zhou, Xinyuan Li, Jun Liu","doi":"10.1109/tccn.2025.3544276","DOIUrl":"https://doi.org/10.1109/tccn.2025.3544276","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"50 1","pages":""},"PeriodicalIF":8.6,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143462734","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Theory for Semantic Channel Coding With Many-to-one Source
IF 8.6 1区 计算机科学
IEEE Transactions on Cognitive Communications and Networking Pub Date : 2025-02-20 DOI: 10.1109/tccn.2025.3544275
Shuai Ma, Chuanhui Zhang, Huayan Qi, Hang Li, Yue Bi, Guangming Shi, Naofal Al-Dhahir
{"title":"A Theory for Semantic Channel Coding With Many-to-one Source","authors":"Shuai Ma, Chuanhui Zhang, Huayan Qi, Hang Li, Yue Bi, Guangming Shi, Naofal Al-Dhahir","doi":"10.1109/tccn.2025.3544275","DOIUrl":"https://doi.org/10.1109/tccn.2025.3544275","url":null,"abstract":"","PeriodicalId":13069,"journal":{"name":"IEEE Transactions on Cognitive Communications and Networking","volume":"25 1","pages":""},"PeriodicalIF":8.6,"publicationDate":"2025-02-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143462730","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","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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