{"title":"Unifying Attribute and Structure Preservation for Enhanced Graph Contrastive Learning","authors":"Jialu Chen, Rui Chen, Gang Kou","doi":"10.1109/tnnls.2025.3545111","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3545111","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"9 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672482","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}
Ruochen Li, Stamos Katsigiannis, Tae-Kyun Kim, Hubert P. H. Shum
{"title":"BP-SGCN: Behavioral Pseudo-Label Informed Sparse Graph Convolution Network for Pedestrian and Heterogeneous Trajectory Prediction","authors":"Ruochen Li, Stamos Katsigiannis, Tae-Kyun Kim, Hubert P. H. Shum","doi":"10.1109/tnnls.2025.3545268","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3545268","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"34 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672484","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":"A Robust Multi-Virtual-Agent Inverse Reinforcement Learning Approach With Data Aggregation for Perturbed Environments","authors":"Yanbin Lin, Zhen Ni","doi":"10.1109/tnnls.2025.3531839","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3531839","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"183 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672439","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":"2-D Transformer: Extending Large Language Models to Long-Context With Few Memory","authors":"Xingyang He, Jie Liu, Yutai Duan","doi":"10.1109/tnnls.2025.3548047","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3548047","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"125 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672404","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":"Deep CNN Feature Resampling and Ensemble Based on Cross Validation for Image Classification","authors":"Yu Wang, Haodong Zhang, Xingli Yang, Jihong Li","doi":"10.1109/tnnls.2025.3547228","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3547228","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"56 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672441","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}
Yuhan Zhang, Zidong Wang, Lei Zou, Wei Qian, Shuxin Du
{"title":"Neural-Network-Based Recursive State Estimation for Nonlinear Networked Systems With Binary-Encoding Mechanisms","authors":"Yuhan Zhang, Zidong Wang, Lei Zou, Wei Qian, Shuxin Du","doi":"10.1109/tnnls.2025.3542492","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3542492","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"89 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672483","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}
Xia-An Bi, Wenzhuo Shen, Yinglu Shan, Dayou Chen, Luyun Xu, Ke Chen, Zhonghua Liu
{"title":"MSAFF: Multi-Way Soft Attention Fusion Framework With the Large Foundation Models for the Diagnosis of Alzheimer’s Disease","authors":"Xia-An Bi, Wenzhuo Shen, Yinglu Shan, Dayou Chen, Luyun Xu, Ke Chen, Zhonghua Liu","doi":"10.1109/tnnls.2025.3545101","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3545101","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"34 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672396","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}
Zenglin Shi, Jie Jing, Ying Sun, Joo-Hwee Lim, Mengmi Zhang
{"title":"Unveiling the Tapestry: The Interplay of Generalization and Forgetting in Continual Learning","authors":"Zenglin Shi, Jie Jing, Ying Sun, Joo-Hwee Lim, Mengmi Zhang","doi":"10.1109/tnnls.2025.3546269","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3546269","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"281 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143672443","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}