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Score-Based Neural Processes 基于分数的神经过程
IF 10.4 1区 计算机科学
IEEE transactions on neural networks and learning systems Pub Date : 2025-01-20 DOI: 10.1109/tnnls.2025.3527223
Hongkun Dou, Junzhe Lu, Zeyu Li, Xiaoqing Zhong, Wen Yao, Lijun Yang, Yue Deng
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引用次数: 0
STSF: Spiking Time Sparse Feedback Learning for Spiking Neural Networks 尖峰神经网络的尖峰时间稀疏反馈学习
IF 10.4 1区 计算机科学
IEEE transactions on neural networks and learning systems Pub Date : 2025-01-20 DOI: 10.1109/tnnls.2025.3527700
Ping He, Rong Xiao, Chenwei Tang, Shudong Huang, Jiancheng Lv, Huajin Tang
{"title":"STSF: Spiking Time Sparse Feedback Learning for Spiking Neural Networks","authors":"Ping He, Rong Xiao, Chenwei Tang, Shudong Huang, Jiancheng Lv, Huajin Tang","doi":"10.1109/tnnls.2025.3527700","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3527700","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"1 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142991519","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
Reciprocal-Kind Zhang Neurodynamics Method for Temporal-Dependent Sylvester Equation and Robot Manipulator Motion Planning 时间相关Sylvester方程的往代张神经动力学方法与机器人机械臂运动规划
IF 10.4 1区 计算机科学
IEEE transactions on neural networks and learning systems Pub Date : 2025-01-20 DOI: 10.1109/tnnls.2025.3525747
Pengfei Guo, Yunong Zhang, Shuai Li
{"title":"Reciprocal-Kind Zhang Neurodynamics Method for Temporal-Dependent Sylvester Equation and Robot Manipulator Motion Planning","authors":"Pengfei Guo, Yunong Zhang, Shuai Li","doi":"10.1109/tnnls.2025.3525747","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3525747","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"11 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142991521","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
A Multiply-And-Max/Min Neuron Paradigm for Aggressively Prunable Deep Neural Networks 用于可强力剪枝深度神经网络的 "乘法-最大值-最小值 "神经元范式
IF 10.4 1区 计算机科学
IEEE transactions on neural networks and learning systems Pub Date : 2025-01-17 DOI: 10.1109/tnnls.2025.3527644
Luciano Prono, Philippe Bich, Chiara Boretti, Mauro Mangia, Fabio Pareschi, Riccardo Rovatti, Gianluca Setti
{"title":"A Multiply-And-Max/Min Neuron Paradigm for Aggressively Prunable Deep Neural Networks","authors":"Luciano Prono, Philippe Bich, Chiara Boretti, Mauro Mangia, Fabio Pareschi, Riccardo Rovatti, Gianluca Setti","doi":"10.1109/tnnls.2025.3527644","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3527644","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"15 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142988960","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
Industrial Data Imputation Based on Multiscale Spatiotemporal Information Embedding With Asymmetrical Transformer 基于非对称变压器多尺度时空信息嵌入的工业数据导入
IF 10.4 1区 计算机科学
IEEE transactions on neural networks and learning systems Pub Date : 2025-01-16 DOI: 10.1109/tnnls.2025.3527581
Xing-Yuan Li, Yuan Xu, Qun-Xiong Zhu, Yan-Lin He
{"title":"Industrial Data Imputation Based on Multiscale Spatiotemporal Information Embedding With Asymmetrical Transformer","authors":"Xing-Yuan Li, Yuan Xu, Qun-Xiong Zhu, Yan-Lin He","doi":"10.1109/tnnls.2025.3527581","DOIUrl":"https://doi.org/10.1109/tnnls.2025.3527581","url":null,"abstract":"","PeriodicalId":13303,"journal":{"name":"IEEE transactions on neural networks and learning systems","volume":"42 1","pages":""},"PeriodicalIF":10.4,"publicationDate":"2025-01-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142987226","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
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
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
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
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
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
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
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