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IEEE transactions on neural networks and learning systems最新文献

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EPSegNet: Lightweight Semantic Recalibration and Assembly for Efficient Polyp Segmentation EPSegNet：用于高效息肉分割的轻量级语义重新校准和组装
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-16 DOI: 10.1109/tnnls.2025.3527557
Huisi Wu, Zebin Zhao
{"title":"EPSegNet: Lightweight Semantic Recalibration and Assembly for Efficient Polyp Segmentation","authors":"Huisi Wu, Zebin Zhao","doi":"10.1109/tnnls.2025.3527557","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3527557","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"94 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142987222","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}
引用次数: 0
Convolution Bridge: An Effective Algorithmic Migration Strategy From CNNs to GNNs 卷积桥：一种从cnn到gnn的有效算法迁移策略
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-15 DOI: 10.1109/tnnls.2025.3527501
Kuijie Zhang, Shanchen Pang, Huahui Yang, Yuanyuan Zhang, Wenhao Wu, Hengxiao Li, Jerry Chun-Wei Lin
{"title":"Convolution Bridge: An Effective Algorithmic Migration Strategy From CNNs to GNNs","authors":"Kuijie Zhang, Shanchen Pang, Huahui Yang, Yuanyuan Zhang, Wenhao Wu, Hengxiao Li, Jerry Chun-Wei Lin","doi":"10.1109/tnnls.2025.3527501","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3527501","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"3 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986693","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}
引用次数: 0
DBA: Efficient Transformer With Dynamic Bilinear Low-Rank Attention DBA：具有动态双线性低级关注度的高效变压器
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-15 DOI: 10.1109/tnnls.2025.3527046
Bosheng Qin, Juncheng Li, Siliang Tang, Yueting Zhuang
{"title":"DBA: Efficient Transformer With Dynamic Bilinear Low-Rank Attention","authors":"Bosheng Qin, Juncheng Li, Siliang Tang, Yueting Zhuang","doi":"10.1109/tnnls.2025.3527046","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3527046","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"37 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986689","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}
引用次数: 0
Toward Mitigating Architecture Overfitting on Distilled Datasets 减少精简数据集上的架构过拟合
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-15 DOI: 10.1109/tnnls.2024.3525062
Xuyang Zhong, Chen Liu
{"title":"Toward Mitigating Architecture Overfitting on Distilled Datasets","authors":"Xuyang Zhong, Chen Liu","doi":"10.1109/tnnls.2024.3525062","DOIUrl":"https://doi.org/10.1109/tnnls.2024.3525062","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"43 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986696","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}
引用次数: 0
Low Latency Conversion of Artificial Neural Network Models to Rate-Encoded Spiking Neural Networks 将人工神经网络模型低延迟转换为速率编码尖峰神经网络
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-15 DOI: 10.1109/tnnls.2025.3526374
Zhanglu Yan, Kaiwen Tang, Jun Zhou, Weng-Fai Wong
{"title":"Low Latency Conversion of Artificial Neural Network Models to Rate-Encoded Spiking Neural Networks","authors":"Zhanglu Yan, Kaiwen Tang, Jun Zhou, Weng-Fai Wong","doi":"10.1109/tnnls.2025.3526374","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3526374","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"15 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986698","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}
引用次数: 0
Uncertainty-Guided Discriminative Priors Mining for Flexible Unsupervised Spectral Reconstruction 为灵活的无监督光谱重构挖掘不确定性引导的判别先验信息
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-15 DOI: 10.1109/tnnls.2025.3526159
Yihong Leng, Jiaojiao Li, Rui Song, Yunsong Li, Qian Du
{"title":"Uncertainty-Guided Discriminative Priors Mining for Flexible Unsupervised Spectral Reconstruction","authors":"Yihong Leng, Jiaojiao Li, Rui Song, Yunsong Li, Qian Du","doi":"10.1109/tnnls.2025.3526159","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3526159","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"22 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986701","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}
引用次数: 0
Node Classification in Networks via Simplicial Interactions 基于简单交互的网络节点分类
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-15 DOI: 10.1109/tnnls.2024.3525129
Eunho Koo, Tongseok Lim
{"title":"Node Classification in Networks via Simplicial Interactions","authors":"Eunho Koo, Tongseok Lim","doi":"10.1109/tnnls.2024.3525129","DOIUrl":"https://doi.org/10.1109/tnnls.2024.3525129","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"43 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986697","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}
引用次数: 0
Tensor-Representation-Based Multiview Attributed Graph Clustering With Smooth Structure 基于张量表示的光滑结构多视图属性图聚类
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-15 DOI: 10.1109/tnnls.2025.3526590
Yuan Gao, Qian Zhao, Laurence T. Yang, Jing Yang, Lei Ren
{"title":"Tensor-Representation-Based Multiview Attributed Graph Clustering With Smooth Structure","authors":"Yuan Gao, Qian Zhao, Laurence T. Yang, Jing Yang, Lei Ren","doi":"10.1109/tnnls.2025.3526590","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3526590","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"119 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986695","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}
引用次数: 0
Adaptive Multistep Prediction With Sequence-to-Sequence (Seq2Seq) Models 序列到序列（Seq2Seq）模型的自适应多步预测
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-15 DOI: 10.1109/tnnls.2025.3525618
Joseph Kelley, Martin Hagan
{"title":"Adaptive Multistep Prediction With Sequence-to-Sequence (Seq2Seq) Models","authors":"Joseph Kelley, Martin Hagan","doi":"10.1109/tnnls.2025.3525618","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3525618","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"75 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986703","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}
引用次数: 0
An Unbalanced Optimal Transport-Based Approach for Robust Dictionary Learning 基于非平衡最优传输的鲁棒字典学习方法
IF 10.4 1区 计算机科学 Q1 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE
IEEE transactions on neural networks and learning systems
Pub Date : 2025-01-15 DOI: 10.1109/tnnls.2025.3526254
Shengjia Wang, Zhiguo Wang, Xi-Le Zhao, Xiaojing Shen
{"title":"An Unbalanced Optimal Transport-Based Approach for Robust Dictionary Learning","authors":"Shengjia Wang, Zhiguo Wang, Xi-Le Zhao, Xiaojing Shen","doi":"10.1109/tnnls.2025.3526254","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3526254","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"20 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142986692","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}
引用次数: 0
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