IEEE Transactions on Services Computing最新文献

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An Efficient Replication-Based Aggregation Verification and Correctness Assurance Scheme for Federated Learning
IF 5.5 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-04-11 DOI: 10.1109/TSC.2024.3520833
Shihong Wu;Yuchuan Luo;Shaojing Fu;Yingwen Chen;Ming Xu
{"title":"An Efficient Replication-Based Aggregation Verification and Correctness Assurance Scheme for Federated Learning","authors":"Shihong Wu;Yuchuan Luo;Shaojing Fu;Yingwen Chen;Ming Xu","doi":"10.1109/TSC.2024.3520833","DOIUrl":"10.1109/TSC.2024.3520833","url":null,"abstract":"Federated learning(FL), enabling multiple clients collaboratively to train a model via a parameter server, is an effective approach to address the issue of data silos. However, due to the self-interest and laziness of servers, they may not correctly aggregate the global model parameters, which will cause the final model trained to deviate from the training goal. In the existing proposals, the cryptography-based verification scheme involves heavy computation overheads. On the other hand, the replication-based verification method, relying on a dual-server architecture, can ensure the correctness of aggregation and reduce computation overheads, but incur at least twice the communication cost as that of the task itself. To address these issues, we propose a novel replication-based aggregation scheme for FL, which enables efficient verification and stronger correctness assurance. The scheme employs a main-secondary server architecture, which allows the secondary servers to partakes in aggregation tasks at a predetermined probability, consequently mitigating the validation overhead. Moreover, we resort to the game theory and design a Learning Contract to impose penalties on dishonest servers, enforcing rational servers to correctly compute global model parameters. Under the use of Betrayal Contract to prevent collusion among servers, we further design a training game to efficiently verify global model parameters and ensure their correctness. Finally, we analyze the correctness of the proposed scheme and demonstrate that the computational overhead of our scheme is <inline-formula><tex-math>$frac{{n + 1}}{{2n}}$</tex-math></inline-formula> of the previous replication-based validation scheme, obtaining a significant reduction in communication cost, where <inline-formula><tex-math>$n$</tex-math></inline-formula> means the training rounds. Experimental results further validate our deduction.","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"18 2","pages":"633-646"},"PeriodicalIF":5.5,"publicationDate":"2025-04-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143822823","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Privacy-Enhanced Federated Expanded Graph Learning for Secure QoS Prediction
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-04-10 DOI: 10.1109/tsc.2025.3559613
Guobing Zou, Zhi Yan, Shengxiang Hu, Yanglan Gan, Bofeng Zhang, Yixin Chen
{"title":"Privacy-Enhanced Federated Expanded Graph Learning for Secure QoS Prediction","authors":"Guobing Zou, Zhi Yan, Shengxiang Hu, Yanglan Gan, Bofeng Zhang, Yixin Chen","doi":"10.1109/tsc.2025.3559613","DOIUrl":"https://doi.org/10.1109/tsc.2025.3559613","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"4 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-04-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143819605","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Synthetic Privacy-Preserving Trajectories with Semantic-aware Dummies for Location-Based Services
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-04-02 DOI: 10.1109/tsc.2025.3556642
Haojun Huang, Hao Sun, Weimin Wu, Chen Wang, Wuwu Liu, Wang Miao, Geyong Min
{"title":"Synthetic Privacy-Preserving Trajectories with Semantic-aware Dummies for Location-Based Services","authors":"Haojun Huang, Hao Sun, Weimin Wu, Chen Wang, Wuwu Liu, Wang Miao, Geyong Min","doi":"10.1109/tsc.2025.3556642","DOIUrl":"https://doi.org/10.1109/tsc.2025.3556642","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"20 1","pages":"1-13"},"PeriodicalIF":8.1,"publicationDate":"2025-04-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143775438","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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 Developer-Focused Genetic Algorithm for IoT Application Placement in the Computing Continuum
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-04-01 DOI: 10.1109/tsc.2025.3556641
Juan Luis Herrera, Alejandro Moya, Javier Berrocal, Juan Manuel Murillo, Elena Navarro
{"title":"A Developer-Focused Genetic Algorithm for IoT Application Placement in the Computing Continuum","authors":"Juan Luis Herrera, Alejandro Moya, Javier Berrocal, Juan Manuel Murillo, Elena Navarro","doi":"10.1109/tsc.2025.3556641","DOIUrl":"https://doi.org/10.1109/tsc.2025.3556641","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"5 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143757799","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Reliable Service Recommendation: A Multi-modal Adversarial Method for Personalized Recommendation under Uncertain Missing Modalities 可靠的服务推荐:不确定缺失模式下个性化推荐的多模式对抗方法
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-04-01 DOI: 10.1109/tsc.2025.3556640
Junyang Chen, Ruohan Yang, Jingcai Guo, Huan Wang, Kaishun Wu, Liangjie Zhang
{"title":"Reliable Service Recommendation: A Multi-modal Adversarial Method for Personalized Recommendation under Uncertain Missing Modalities","authors":"Junyang Chen, Ruohan Yang, Jingcai Guo, Huan Wang, Kaishun Wu, Liangjie Zhang","doi":"10.1109/tsc.2025.3556640","DOIUrl":"https://doi.org/10.1109/tsc.2025.3556640","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"102 1 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143757942","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
CrossMeta: A Fast and Cheap Cross-Metaverse Interoperability Protocol
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-03-31 DOI: 10.1109/tsc.2025.3556613
Taotao Li, Qinglin Yang, Huawei Huang, Xuanye Zhu, Zhu Sun, Yuan Liu, Zibin Zheng
{"title":"CrossMeta: A Fast and Cheap Cross-Metaverse Interoperability Protocol","authors":"Taotao Li, Qinglin Yang, Huawei Huang, Xuanye Zhu, Zhu Sun, Yuan Liu, Zibin Zheng","doi":"10.1109/tsc.2025.3556613","DOIUrl":"https://doi.org/10.1109/tsc.2025.3556613","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"26 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143744965","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
DRL-Based Joint Optimization of Wireless Charging and Computation Offloading for Multi-Access Edge Computing
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-03-31 DOI: 10.1109/tsc.2025.3556614
Xinyuan Zhu, Fei Hao, Lianbo Ma, Changqing Luo, Geyong Min, Laurence T. Yang
{"title":"DRL-Based Joint Optimization of Wireless Charging and Computation Offloading for Multi-Access Edge Computing","authors":"Xinyuan Zhu, Fei Hao, Lianbo Ma, Changqing Luo, Geyong Min, Laurence T. Yang","doi":"10.1109/tsc.2025.3556614","DOIUrl":"https://doi.org/10.1109/tsc.2025.3556614","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"58 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-03-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143744966","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Federated Learning with Blockchain-Enhanced Machine Unlearning: A Trustworthy Approach
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-03-24 DOI: 10.1109/tsc.2025.3553709
Xuhan Zuo, Minghao Wang, Tianqing Zhu, Lefeng Zhang, Shui Yu, Wanlei Zhou
{"title":"Federated Learning with Blockchain-Enhanced Machine Unlearning: A Trustworthy Approach","authors":"Xuhan Zuo, Minghao Wang, Tianqing Zhu, Lefeng Zhang, Shui Yu, Wanlei Zhou","doi":"10.1109/tsc.2025.3553709","DOIUrl":"https://doi.org/10.1109/tsc.2025.3553709","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"28 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143702679","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
pFedCal: Lightweight Personalized Federated Learning with Adaptive Calibration Strategy
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-03-24 DOI: 10.1109/tsc.2025.3553707
Dongshang Deng, Xuangou Wu, Tao Zhang, Chaocan Xiang, Wei Zhao, Minrui Xu, Jiawen Kang, Zhu Han, Dusit Niyato
{"title":"pFedCal: Lightweight Personalized Federated Learning with Adaptive Calibration Strategy","authors":"Dongshang Deng, Xuangou Wu, Tao Zhang, Chaocan Xiang, Wei Zhao, Minrui Xu, Jiawen Kang, Zhu Han, Dusit Niyato","doi":"10.1109/tsc.2025.3553707","DOIUrl":"https://doi.org/10.1109/tsc.2025.3553707","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"71 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143702641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
OblivTime: Oblivious and Efficient Interval Skyline Query Processing Over Encrypted Time-Series Data
IF 8.1 2区 计算机科学
IEEE Transactions on Services Computing Pub Date : 2025-03-24 DOI: 10.1109/tsc.2025.3553698
Huajie Ouyang, Yifeng Zheng, Songlei Wang, Zhongyun Hua
{"title":"OblivTime: Oblivious and Efficient Interval Skyline Query Processing Over Encrypted Time-Series Data","authors":"Huajie Ouyang, Yifeng Zheng, Songlei Wang, Zhongyun Hua","doi":"10.1109/tsc.2025.3553698","DOIUrl":"https://doi.org/10.1109/tsc.2025.3553698","url":null,"abstract":"","PeriodicalId":13255,"journal":{"name":"IEEE Transactions on Services Computing","volume":"9 1","pages":""},"PeriodicalIF":8.1,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143702678","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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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