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IEEE Transactions on Neural Networks and Learning Systems|January 21, 2026
Gradient-Refined Federated Learning on Head-Tail Imbalanced DataYiwen Wang, Heye Zhang, Chenchu Xu, et al.IEEE Transactions on Neural Networks and Learning Systems|January 6, 2026
HarmoFGL: Harmonizing GNN Latent Factors for Federated Graph LearningYeyu Yan, Zhenfeng Zhu, Shuai Zheng, et al.IEEE Transactions on Neural Networks and Learning Systems|January 12, 2026
Implicit Illumination-Aware Representation With Cross-Modal Prefusion Alignment for Universal Multispectral Pedestrian DetectionYan Gong, Lei Lin, Yang Luo, et al.IEEE Transactions on Neural Networks and Learning Systems|January 12, 2026
Anomaly Subgraph Detection on Multiple Associated Attributed NetworksNannan Wu, Ying Sun, Yazheng Zhao, et al.IEEE Transactions on Neural Networks and Learning Systems|January 12, 2026
IEGSCL: Interaction-Enhanced Graph Neural Sequence Contrastive Learning for Microscopic Diffusion PredictionYiru Chang, Fei Xiong, Shirui Pan, et al.IEEE Transactions on Neural Networks and Learning Systems|January 13, 2026
PosFormer: Generalizable Indoor Positioning via Global-Local Feature Fusion NetworkXing Xiao, Zhiqiang Yao, Xingyu Gao, et al.IEEE Transactions on Neural Networks and Learning Systems|January 12, 2026
Multiagent Deep Reinforcement Learning With Evolutionary Strategy for Mobile Charging Vehicles DispatchingHua Li, Bongju JeongIEEE Transactions on Neural Networks and Learning Systems|January 15, 2026
Physical Parameter Dependencies in Mechanical Reservoir Computing: Structural Analysis, Actuation, and Improved ProcessingMax Austin, Kohei NakajimaIEEE Transactions on Neural Networks and Learning Systems|January 21, 2026
Discovering Causality Representations in Graph Convolutional Network for Automated Assessment of Parkinsonian Hand Postural TremorYuyang Quan, Rui Guo, Jie Ren, et al.IEEE Transactions on Neural Networks and Learning Systems|December 31, 2025
Enhanced Residual Tensor Norm Minimization for Multiview Subspace ClusteringQinghai ZhengPageof 816