IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 1, January 2026

 1) Privacy-Preserving Video Anomaly Detection: A Survey

Author(s): Yang Liu, Siao Liu, Xiaoguang Zhu, Hao Yang, Jielin Li, Juncen Guo, Liangyu Teng, Dingkang Yang, Yan Wang, Jing Liu

Pages: 2 - 21

2) SSPPI: Cross-Modality Enhanced Protein–Protein Interaction Prediction From Sequence and Structure Perspectives

Author(s): Xiangpeng Bi, Wenjian Ma, Huasen Jiang, Weigang Lu, Zhiqiang Wei, Shugang Zhang

Pages: 22 - 36

3) Integrating Clinical Knowledge Graphs and Gradient-Based Neural Systems for Enhanced Melanoma Diagnosis via the Seven-Point Checklist

Author(s): Yuheng Wang, Tianze Yu, Jiayue Cai, Sunil Kalia, Harvey Lui, Z. Jane Wang, Tim K. Lee

Pages: 37 - 51

4) Fine-Grained Audio–Visual Event Localization

Author(s): Baoyu Fan, Lu Liu, Xiaochuan Li, Runze Zhang, Liang Jin, Jin Zhang

Pages: 52 - 66

5) DSPFL: A Deep-Layer Sign Sharing Personalized Federated Learning Scheme for Mitigating Poisoning Attacks

Author(s): Chenhao Xu, Nasrin Sohrabi, Youyang Qu, Hai Dong, Zahir Tari, Xun Yi

Pages: 67 - 81

6) Robust Missing Value Imputation With Proximal Optimal Transport for Low-Quality IIoT Data

Author(s): Hao Wang, Zhichao Chen, Yuan Shen, Hui Zheng, Degui Yang, Dangjun Zhao, Buge Liang

Pages: 82 - 94

7) Multiagent Inductive Policy Optimization

Author(s): Yubo Huang, Xiaowei Zhao

Pages: 95 - 106

8) Efficient High-Dimensional Learning With Adaptive Gaussian RBF Networks

Author(s): Xiaoyu Gao, Xuetao Xie, Jian Wang, Sergey V. Ablameyko, Nikhil R. Pal

Pages: 107 - 121

9) Recurrent Network Expansion for Class Incremental Learning

Author(s): Kai Jiang, Xueru Bai, Feng Zhou

Pages: 122 - 135

10) Contrastive Federated Learning for Graph Anomaly Detection

Author(s): Hui Fang, Yang Gao, Peng Zhang, Sheng Zhou, Hongyang Chen, Jiajun Bu, Haishuai Wang

Pages: 136 - 147

11) Robust PID-Type Iterative Learning Control for Nonlinear Square and Nonsquare Systems

Author(s): Kechao Xu, Bo Meng, Zhen Wang, Xia Huang

Pages: 148 - 160

12) Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning

Author(s): Teresa Salazar, João Gama, Helder Araújo, Pedro Henriques Abreu

Pages: 161 - 175

13) Toward an Effective Action-Region Tracking Framework for Fine-Grained Video Action Recognition

Author(s): Baoli Sun, Yihan Wang, Xinzhu Ma, Zhihui Wang, Kun Lu, Zhiyong Wang

Pages: 176-190

14) Expandable Residual Approximation for Knowledge Distillation

Author(s): Zhaoyi Yan, Binghui Chen, Yunfan Liu, Qixiang Ye

Pages: 191 - 203

15) Long-Tail Class Incremental Learning via Bias Calibration With Application to Continuous Fault Diagnosis

Author(s): Dongyue Chen, Zongxia Xie, Wenlong Yu, Qinghua Hu

Pages: 204 - 218

16) A Decomposition Optimization-Based Multiobjective Reinforcement Learning Algorithm for Obtaining Nonconvex Pareto Fronts

Author(s): Tianyang Li, Ying Meng, Lixin Tang

Pages: 219 - 232

17) Evidential Graph Contrastive Alignment for Source-Free Blending-Target Domain Adaptation

Author(s): Juepeng Zheng, Guowen Li, Yibin Wen, Jinxiao Zhang, Runmin Dong, Haohuan Fu

Pages: 233 - 246

18) Nesterov Accelerated Gradient Tracking With Adam for Distributed Online Optimization

Author(s): Yanxu Su, Qingyang Sheng, Xiasheng Shi, Chaoxu Mu, Changyin Sun

Pages: 247 - 260

19) Virtual Target-Oriented Neural Learning for Robust Optimal Tracking Control of Discrete Strict-Feedback Systems

Author(s): Ying Yan, Huaguang Zhang, Jiayue Sun, Zhongyang Ming

Pages: 261 - 273

20) Incremental Learning for Defect Segmentation With Efficient Transformer Semantic Complement

Author(s): Xiqi Li, Zhifu Huang, Ge Ma, Yu Liu

Pages: 274 - 283

21) Koopman-Driven Linearized Model-Based Offline Planning With Application to Freeway Ramp Metering

Author(s): Tao Zhou, Chuanye Gu, Chee Peng Lim, Jinlong Yuan

Pages: 284 - 298

22) Spatial–Temporal Diffusion Model for Matrix Factorization

Author(s): Chenxi Tian, Wenming Wu, Lingling Li, Xu Liu, Fang Liu, Wenping Ma, Licheng Jiao, Shuyuan Yang

Pages: 299 - 311

23) Bicriteria Policy Optimization for High-Accuracy Reinforcement Learning

Author(s): Guojian Zhan, Xiangteng Zhang, Feihong Zhang, Letian Tao, Shengbo Eben Li

Pages: 312 - 326

24) Adaptive Modality Balanced Online Knowledge Distillation for Brain–Eye–Computer-Based Dim Object Detection

Author(s): Zixing Li, Chao Yan, Zhen Lan, Xiaojia Xiang, Han Zhou, Jun Lai, Dengqing Tang

Pages: 327 - 341

25) Peak-Padding: Clustering by Padding Density Peaks With the Minimum Padding Cost

Author(s): Junyi Guan, Bingbing Jiang, Weiguo Sheng, Yangyang Zhao, Sheng Li, Xiongxiong He

Pages: 342 - 356

26) AMAP: Automatic Multihead Attention Pruning by Similarity-Based Pruning Indicator

Author(s): Eunho Lee, Youngbae Hwang

Pages: 357 - 370

27) Enhancing Reinforcement Learning With Cross-Domain Knowledge Transfer via Seeded Graph Matching

Author(s): Gengzhi Zhang, Liang Feng, Xuefeng Chen, Ke Tang, Kay Chen Tan

Pages: 371 - 385

28) Channelwise Regional Integrate and Multiple Firing Neuron: Improving the Spatiotemporal Learning of Spiking Neural Networks

Author(s): Mincheng Cai, Quan Liu, Kun Chen, Li Ma

Pages: 386 - 400

29) Restoring Noisy Demonstration for Imitation Learning With Diffusion Models

Author(s): Shang-Fu Chen, Co Yong, Shao-Hua Sun

Pages: 401 - 413

30) Time Series Classification Based on Supervised Contrastive Learning and Homoscedastic Uncertainty

Author(s): Tao Zhang, Ke Li, Shaofan Wang

Pages: 414 - 427

31) Distill to Delete: Unlearning in Graph Networks With Knowledge Distillation

Author(s): Yash Sinha, Murari Mandal, Mohan Kankanhalli

Pages: 428 - 437

32) Physics-Guided Time-Interactive-Frequency Network for Cross-Domain Few-Shot Hyperspectral Image Classification

Author(s): Jiaojiao Li, Hailong Wu, Rui Song, Haitao Xu, Yunsong Li, Qian Du

Pages: 438 - 452

33) DMutDE: Dual-View Mutual Distillation Framework for Knowledge Graph Embeddings

Author(s): Ruizhou Liu, Zhe Wu, Yiling Wu, Zongsheng Cao, Qianqian Xu, Qingming Huang

Pages: 453 - 466

34) Theoretical Advances on Stochastic Configuration Networks

Author(s): Xiufeng Yan, Dianhui Wang, Ivan Y. Tyukin

Pages: 467 - 481

35) Robust Fine-Grained Visual Categorization via Cyclical Attention

Author(s): Bin Kang, Dong Liang, Daoyuan Chen, Tianyu Ding, Mingqiang Wei

Pages: 482 - 496

36) A Unified Framework for Matrix Backpropagation

Author(s): Gatien Darley, Stéphane Bonnet

Pages: 497 - 503