IEEE Transactions on Neural Networks and Learning Systems, Volume 36, Issue 11, November 2025

1) Knowledge-Guided Semantic Transfer Network for Few-Shot Image Recognition

Author(s): Zechao Li, Hao Tang, Zhimao Peng, Guo-Jun Qi, Jinhui Tang

Pages: 19474 - 19488

2) Hierarchical Dynamic Graph Convolutional Network With Interpretability for EEG-Based Emotion Recognition

Author(s): Mengqing Ye, C. L. Philip Chen, Tong Zhang

Pages: 19489 - 19500

3) Robust and Rotation-Equivariant Contrastive Learning

Author(s): Gairui Bai, Wei Xi, Xiaopeng Hong, Xinhui Liu, Yang Yue, Songwen Zhao

Pages: 19501 - 19514

4) Multiagent Reinforcement Learning With Graphical Mutual Information Maximization

Author(s): Shifei Ding, Wei Du, Ling Ding, Jian Zhang, Lili Guo, Bo An

Pages: 19515 - 19524

5) A Survey of Attacks on Large Vision–Language Models: Resources, Advances, and Future Trends

Author(s): Daizong Liu, Mingyu Yang, Xiaoye Qu, Pan Zhou, Yu Cheng, Wei Hu

Pages: 19525 - 19545

6) SpeGCL: Self-Supervised Graph Spectrum Contrastive Learning Without Positive Samples

Author(s): Yuntao Shou, Xiangyong Cao, Deyu Meng

Pages: 19546 - 19559

7) Leveraging Semi-Supervised Learning and Meta-Learning for Re-Identification in Few-Shot Spatiotemporal Anomaly Detection

Author(s): Zhen Zhou, Ziyuan Gu, Pan Liu, Wenwu Yu, Zhiyuan Liu

Pages: 19560 - 19573

8) Learning a Better SPD Network for Signal Classification: A Riemannian Batch Normalization Method

Author(s): Rui Wang, Shaocheng Jin, Zhenyu Cai, Ziheng Chen, Xiao-Jun Wu, Josef Kittler

Pages: 19574 - 19588

9) Learning Granularity-Aware Affordances From Human-Object Interaction for Tool-Based Functional Dexterous Grasping

Author(s): Fan Yang, Wenrui Chen, Kailun Yang, Haoran Lin, Dongsheng Luo, Conghui Tang, Zhiyong Li, Yaonan Wang

Pages: 19589 - 19603

10) Solving Scalable Multiagent Routing Problems With Reinforcement Learning

Author(s): Yujiao Hu, Yuan Yao, Jinchao Chen, Zhihao Wang, Qingmin Jia, Yan Pan

Pages: 19604 - 19618

11) Beyond RMSE and MAE: Introducing EAUC to Unmask Hidden Bias and Unfairness in Dyadic Regression Models

Author(s): Jorge Paz-Ruza, Amparo Alonso-Betanzos, Bertha Guijarro-Berdiñas, Brais Cancela, Carlos Eiras-Franco

Pages: 19619 - 19630

12) Unsupervised Visible–Infrared ReID via Pseudo-Label Correction and Modality-Level Alignment

Author(s): Yexin Liu, Weiming Zhang, Athanasios V. Vasilakos, Lin Wang

Pages: 19631 - 19643

13) Cluster-Aware Few-Shot Molecular Property Prediction With Factor Disentanglement

Author(s): Haodong Zhang, Tao Ren, Yifan Wang, Fanchun Meng, Wei Ju, Ying Tian

Pages: 19644 - 19656

14) ChebMixer: Efficient Graph Representation Learning With MLP Mixer

Author(s): Xiaoyan Kui, Haonan Yan, Qinsong Li, Min Zhang, Liming Chen, Beiji Zou

Pages: 19657 - 19668

15) SimAD: A Simple Dissimilarity-Based Approach for Time-Series Anomaly Detection

Author(s): Zhijie Zhong, Zhiwen Yu, Xing Xi, Yue Xu, Wenming Cao, Yiyuan Yang, Kaixiang Yang, Jane You

Pages: 19669 - 19680

16) Improving Sample Efficiency of Reinforcement Learning With Background Knowledge From Large Language Models

Author(s): Fuxiang Zhang, Junyou Li, Yi-Chen Li, Zongzhang Zhang, Yang Yu, Deheng Ye

Pages: 19681 - 19692

17) SMTLNet: Domain Prior-Inspired Tooth Segmentation Based on Self-Supervised Manifold Transfer Learning

Author(s): Yue Zhao, Ruoyu Wu, Pengyu Dai, Hong Huang, Yang Liu

Pages: 19693 - 19707

18) A Switched System Model for Exponential Stability and Dissipativity of Delayed Neural Networks

Author(s): Hong-Bing Zeng, Zong-Jun Zhu, Shen-Ping Xiao, Xian-Ming Zhang

Pages: 19708 - 19717

19) Enhancing Domain Generalization in Medical Image Segmentation With Global and Local Prompts

Author(s): Chuang Zhao, Xiaomeng Li

Pages: 19718 - 19732

20) Anchor-Based Multiview Subspace Clustering With Anchor-wise and Class-wise Alignments

Author(s): Ye Liu, Hongshan Pu, Junjun Pan, Michael K. Ng, Hongmin Cai

Pages: 19733 - 19747

21) Temporal and Heterogeneous Graph Neural Network for Remaining Useful Life Prediction

Author(s): Zhihao Wen, Yuan Fang, Pengcheng Wei, Fayao Liu, Zhenghua Chen, Min Wu

Pages: 19748 - 19761

22) Online Adaptable Offline RL With Guidance Model

Author(s): Xun Wang, Jingmian Wang, Zhuzhong Qian, Bolei Zhang

Pages: 19762 - 19774

23) Gen-GraphEx: Generative In-Distribution Graph Explanations for Time-Efficient Model-Level Interpretability of GNNs

Author(s): Sayan Saha, Monidipa Das, Sanghamitra Bandyopadhyay

Pages: 19775 - 19789

24) Vector Quantization-Based Clustered Federated Learning With Global Feature Anchors for Improved Representation and Generalization

Author(s): Xiaohong Chen, Yuhang Zhang, Xuesong Xu, Dongbin Hu, Guanying Xu

Pages: 19790 - 19804

25) FedLSC: Improving Communication Efficiency and Robustness in Federated Learning With Stragglers and Adversaries

Author(s): Hyeong-Gun Joo, Songnam Hong, Dong-Joon Shin

Pages: 19805 - 19819

26) Distilling Reasoning Ability From Large Language Models With Adaptive Thinking

Author(s): Xiaoshu Chen, Sihang Zhou, Ke Liang, Xinwang Liu

Pages: 19820 - 19833

27) Discovering Spatiotemporal–Individual Coupled Features From Nonstandard Tensors—A Novel Dynamic Graph Mixer Approach

Author(s): Fanghui Bi, Tiantian He, Yew-Soon Ong, Xin Luo

Pages: 19834 - 19848

28) Domain Information Mining and State-Guided Adaptation Network for Multispectral Image Segmentation

Author(s): Boyu Zhao, Mengmeng Zhang, Wei Li, Yunhao Gao, Junjie Wang

Pages: 19849 - 19863

29) OS-RRG: Observation State-Aware Radiology Report Generation With Balanced Diagnosis and Attention Intervention

Author(s): Honglong Yang, Hui Tang, Shanshan Song, Xiaomeng Li

Pages: 19864 - 19878

30) Find Hidden Modality Divergence: Adversarial Aware Learning for Unsupervised Visible–Infrared Person Re-Identification

Author(s): Yuxuan Liu, Hongwei Ge, Yong Luo, Chunguo Wu

Pages: 19879 - 19893

31) Interpretable Cross-Modal Alignment Network for EEG Visual Decoding With Algorithm Unrolling

Author(s): Daowen Xiong, Liangliang Hu, Jiahao Jin, Yikang Ding, Congming Tan, Jing Zhang, Yin Tian

Pages: 19894 - 19908

32) Wormhole Dynamics in Deep Neural Networks

Author(s): Yen-Lung Lai, Zhe Jin

Pages: 19909 - 19923

33) Interactive Graph Learning for Multilevel Network Alignment

Author(s): Pengfei Jiao, Yuanqi Liu, Yinghui Wang, Huijun Tang, Zhidong Zhao, Shirui Pan

Pages: 19924 - 19938

34) An Adaptive Neighborhood-Resonated Graph Convolution Network for Undirected Weighted Graph Representation

Author(s): Jiufang Chen, Ye Yuan, Xin Luo, Xinbo Gao

Pages: 19939 - 19950

35) Progressive Training for Learning From Label Proportions

Author(s): Jiabin Liu, Bo Wang, Yuping Zhang, Huadong Wang, Biao Li, Xin Shen, Gang Kou

Pages: 19951 - 19963

36) Robust Fault-Aware Extreme Learning Machine Based on Maximum Correntropy

Author(s): Yuqi Xiao, Muideen Adegoke, Chi-Sing Leung, Kwok Wa Leung

Pages: 19964 - 19972