{"title":"Boosting Temporal Graph Learning From Perspectives of Global and Local Structures","authors":"Fengyi Wang, Guanghui Zhu, Hongqing Ding, Pengfei Zhang, Chunfeng Yuan, Yihua Huang","doi":"10.1109/tnnls.2025.3526944","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3526944","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"63 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143083740","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 : 2025-02-03DOI: 10.1109/tnnls.2025.3527767
Ming Zhang, Zhe Chen, Vasile Palade, Tao Lu, Liya Wang, Junchi Zhang, Yanduo Zhang
{"title":"Double-Graph Representation With Relational Enhancement for Emotion–Cause Pair Extraction","authors":"Ming Zhang, Zhe Chen, Vasile Palade, Tao Lu, Liya Wang, Junchi Zhang, Yanduo Zhang","doi":"10.1109/tnnls.2025.3527767","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3527767","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"133 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-02-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143083144","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 : 2025-01-28DOI: 10.1109/tnnls.2025.3529995
Yuhang Wang, Kaiquan Cai, Deyuan Meng
{"title":"Probabilistic Approximation of Stochastic Time Series Using Bayesian Recurrent Neural Network","authors":"Yuhang Wang, Kaiquan Cai, Deyuan Meng","doi":"10.1109/tnnls.2025.3529995","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3529995","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"118 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055107","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 : 2025-01-28DOI: 10.1109/tnnls.2025.3530302
José D. Huerta-Morales, Chenglong You, Omar S. Magaña-Loaiza, Shi-Hai Dong, Roberto de J. León-Montiel, Mario A. Quiroz-Juárez
{"title":"Smart Machine Vision for Universal Spatial-Mode Reconstruction","authors":"José D. Huerta-Morales, Chenglong You, Omar S. Magaña-Loaiza, Shi-Hai Dong, Roberto de J. León-Montiel, Mario A. Quiroz-Juárez","doi":"10.1109/tnnls.2025.3530302","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3530302","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"21 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055109","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 : 2025-01-28DOI: 10.1109/tnnls.2025.3529516
Takashi Matsubara, Takehiro Aoshima, Ai Ishikawa, Takaharu Yaguchi
{"title":"Deep Energy-Based Discrete-Time Physical Model for Reproducing Energetic Behavior","authors":"Takashi Matsubara, Takehiro Aoshima, Ai Ishikawa, Takaharu Yaguchi","doi":"10.1109/tnnls.2025.3529516","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3529516","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"37 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143055100","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}