Pub Date : 2025-12-24DOI: 10.1109/tnnls.2025.3641830
Rongyao Cai, Ming Jin, Qingsong Wen, Kexin Zhang, Yong Liu
{"title":"Source-Free Time-Series Domain Adaptation With Prior Evaluation of Model Salience","authors":"Rongyao Cai, Ming Jin, Qingsong Wen, Kexin Zhang, Yong Liu","doi":"10.1109/tnnls.2025.3641830","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3641830","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"29 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145823183","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}
{"title":"SynC: Synergistic Boosting of Structure and Representation for Deep Graph Clustering","authors":"Shifei Ding, Benyu Wu, Xiao Xu, Ling Ding, Xindong Wu","doi":"10.1109/tnnls.2025.3643594","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3643594","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"5 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-12-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145823184","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}
Pub Date : 2025-12-23DOI: 10.1109/tnnls.2025.3644299
Fulong Hu, Hai-Tao Zhang, Chen Lv, Jun Wang
{"title":"Self-Supervised Koopman Operator Learning for Distributed Final Synchronization Prediction of Networked Nonlinear Dynamics","authors":"Fulong Hu, Hai-Tao Zhang, Chen Lv, Jun Wang","doi":"10.1109/tnnls.2025.3644299","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3644299","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"13 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145812784","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}
Pub Date : 2025-12-23DOI: 10.1109/tnnls.2025.3642941
Jiaxu Zhao, Mingxing Jia, Lei Guo, Xingyu Han, Dapeng Niu
{"title":"MtvTrack: Robust Visual Tracking via Modeling Time-Variant State of the Target","authors":"Jiaxu Zhao, Mingxing Jia, Lei Guo, Xingyu Han, Dapeng Niu","doi":"10.1109/tnnls.2025.3642941","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3642941","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"2 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-12-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145813222","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}
Pub Date : 2025-12-19DOI: 10.1109/tnnls.2025.3640101
Seunghwan Yu, Homin Park, Byungjin Ko, Jisub Shin, Yoonki Hong, Taejoon Park, Jong-Wan Yoon
{"title":"The Most Overestimated Q Value Regularization in High-Dimensional Discrete Action Spaces for Offline Reinforcement Learning","authors":"Seunghwan Yu, Homin Park, Byungjin Ko, Jisub Shin, Yoonki Hong, Taejoon Park, Jong-Wan Yoon","doi":"10.1109/tnnls.2025.3640101","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3640101","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"29 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-12-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145785072","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}