Academic Journal
Q1IEEE Transactions on Neural Networks and Learning Systems
About IEEE Transactions on Neural Networks and Learning Systems
IEEE Transactions on Neural Networks and Learning Systems is a scholarly journal published by IEEE Computational Intelligence Society. SCImago 2025 lists it in Q1, with an SJR of 3.153 and H-index of 284.
Coverage: 2012-2026. Research categories: Artificial Intelligence (Q1); Computer Networks and Communications (Q1); Computer Science Applications (Q1); Software (Q1).
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Recent Research Articles
Latest publications matched automatically by ISSN.
Incomplete Multimodal Federated Learning via Masking and Contrasting Prototypes
Guangyin Bao, Qi Zhang, Duoqian Miao, Zixuan Gong et al.
2026-09 · DOI: 10.1109/tnnls.2026.3658522Topology-Optimal Multiple Gossip Steps for Decentralized Federated Learning via Gossip Tensor
Yan Zhong, Lei Ma, Xiaomeng Yan
2026-09 · DOI: 10.1109/tnnls.2026.3670013Prompt Then Refine: Prompt-Free SAM-Enhanced Collaborative Learning Network for Detecting Salient Objects in Underwater Images
Wujie Zhou, Beibei Tang, Xiena Dong, Fangfang Qiang et al.
2026-09 · DOI: 10.1109/tnnls.2026.3673090Unsupervised Deep Spectral Basis Learning for Generalized Eigendecomposition and Spectral Embedding
Diya Sun, Yuru Pei, Tianbing Wang
2026-09 · DOI: 10.1109/tnnls.2026.3660929A Neural-Network-Assisted Approach to Recursive State Estimation for Energy Harvesting Complex Networks With Unknown Nonlinearities
Yuhan Zhang, Zidong Wang, Lei Zou, Junping Du et al.
2026-09 · DOI: 10.1109/tnnls.2026.3669864Accelerated Reinforcement Learning With Verifiable Excitation for Cubic Convergence
Jiacheng Wu, Changyun Wen, Yang Zhu
2026-09 · DOI: 10.1109/tnnls.2026.3674477Robust Image-Based Visual Servoing Formation Control for Quadrotors Without Communication via Reinforcement Learning
Xinning Yi, Hao Liu, Haibin Duan, Biao Luo et al.
2026-09 · DOI: 10.1109/tnnls.2026.3665724CoreKD: A Context-Aware Local Region Structural Contrastive Knowledge Distillation Framework for Object Detection
Junfei Yi, Jianxu Mao, Yaonan Wang, Tengfei Liu et al.
2026-09 · DOI: 10.1109/tnnls.2026.3672967Differentially Private Accelerated Distributed Algorithm for Aggregative Optimization
Bing Liu, Dongxing Li, Li Chai
2026-09 · DOI: 10.1109/tnnls.2026.3674758TopoCL: Topological Contrastive Learning for Time Series
Namwoo Kim, Hyungryul Baik, Yoonjin Yoon
2026-09 · DOI: 10.1109/tnnls.2026.3675422Rethinking the Utilization of Individual Rewards in Multiagent Reinforcement Learning With Sparse Team Rewards
Yang Zhang, Yunjian Xu, Chengwei Zhang, Chao Wang et al.
2026-09 · DOI: 10.1109/tnnls.2026.3658520Robust Reinforcement Learning via Leveraging Historically Optimal Policy With Regulation of Performance
Qinglong Chen, Fei Zhu
2026-09 · DOI: 10.1109/tnnls.2026.3670947Learning From M -Tuple One-vs-All Confidence Comparison Data
Jiahe Qin, Junpeng Li, Changchun Hua, Yana Yang et al.
2026-09 · DOI: 10.1109/tnnls.2026.3673280Multistage PCA Whitening: A Robust Method to Dimensionality Reduction in Image Retrieval
Bo-Jian Zhang, Guang-Hai Liu, Zuoyong Li, Shu-Xiang Song et al.
2026-09 · DOI: 10.1109/tnnls.2026.3669538Table of Contents
2026-09 · DOI: 10.1109/tnnls.2026.3723912Fusion of Supervised Feature Selection and Unsupervised Clustering for Multinuclei Classification of MER Signals in DBS for Parkinson's Disease
Xiang Lu, Xuexin Du, Peng Lun, Yande Ren et al.
2026-09 · DOI: 10.1109/tnnls.2026.3675818Sparse Variational Student-t Processes for Heavy-Tailed Modeling
Jian Xu, Delu Zeng, John Paisley
2026-09 · DOI: 10.1109/tnnls.2026.3673350Fractional-Order Dynamics Learning and Control via Data-Driven Approaches: Taking Soft Manipulator as an Example
Xiangyu Shao, Linke Xu, Shaojie Zhang, Guanghui Sun et al.
2026-09 · DOI: 10.1109/tnnls.2026.3665811Recent Advances of Multimodal Continual Learning: A Comprehensive Survey
Dianzhi Yu, Xinni Zhang, Yankai Chen, Aiwei Liu et al.
2026-09 · DOI: 10.1109/tnnls.2026.3658485Global Polynomial Synchronization of Uncertain Complex-Valued Reaction--Diffusion T--S Fuzzy Memristive Neural Networks With Proportional Delays Under Adaptive Event-Triggered Control
Yuxian Guo, Liqun Zhou
2026-09 · DOI: 10.1109/tnnls.2026.3668287Reviews
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September 15, 2026 at 2:15 am
September 15, 2026