{"title":"A Reinforcement Learning Control Framework Based on Scalable Graph Transformer for Large-Scale Fuzzy Job Shop Scheduling Problems","authors":"Wenquan Zhang, Fei Zhao, Bo Feng, Xuesong Mei","doi":"10.1109/tnnls.2025.3569868","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3569868","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"2 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-05-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144165102","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}
Zhiqiang Pang, Hong Wang, Qi Xie, Deyu Meng, Zongben Xu
{"title":"TRG-Net: An Interpretable and Controllable Rain Generator","authors":"Zhiqiang Pang, Hong Wang, Qi Xie, Deyu Meng, Zongben Xu","doi":"10.1109/tnnls.2025.3565726","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3565726","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"2 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-05-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144153694","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}
Nick-Marios T. Kokolakis, Zhen Zhang, Shanqing Liu, Kyriakos G. Vamvoudakis, Jérôme Darbon, George Em Karniadakis
{"title":"Safe Physics-Informed Machine Learning for Optimal Predefined-Time Stabilization: A Lyapunov-Based Approach","authors":"Nick-Marios T. Kokolakis, Zhen Zhang, Shanqing Liu, Kyriakos G. Vamvoudakis, Jérôme Darbon, George Em Karniadakis","doi":"10.1109/tnnls.2025.3554713","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3554713","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"16 1","pages":"1-14"},"PeriodicalIF":10.4,"publicationDate":"2025-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144146007","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}
Yijin Huang, Pujin Cheng, Roger Tam, Xiaoying Tang
{"title":"Boosting Memory Efficiency in Transfer Learning for High-Resolution Medical Image Classification","authors":"Yijin Huang, Pujin Cheng, Roger Tam, Xiaoying Tang","doi":"10.1109/tnnls.2025.3569797","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3569797","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"9 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144130333","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":"Staged Self-Supervised Learning for Raven Progressive Matrices","authors":"Jakub Kwiatkowski, Krzysztof Krawiec","doi":"10.1109/tnnls.2025.3561069","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3561069","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"22 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144130331","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}