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

1) Privacy-Preserving Video Anomaly Detection: A SurveyAuthor(s): Yang Liu, Siao Liu, Xiaoguang Zhu, Hao Yang, Jielin Li, Juncen Guo, Liangyu Teng, Dingkang Yang, Yan Wang, Jing LiuPages: 2 – 212) SSPPI: Cross-Modality Enhanced Protein–Protein Interaction Prediction From Sequence and Structure PerspectivesAuthor(s): Xiangpeng Bi, Wenjian Ma, Huasen Jiang, Weigang Lu, Zhiqiang Wei, Shugang ZhangPages: 22 – 363) Integrating Clinical Knowledge Graphs and Gradient-Based Neural Systems for Enhanced Melanoma Diagnosis via the Seven-Point ChecklistAuthor(s): Yuheng Wang, Tianze Yu, Jiayue Cai, Sunil Kalia, Harvey Lui, Z. Jane Wang, Tim K. LeePages: 37 – 514) Fine-Grained Audio–Visual Event LocalizationAuthor(s): Baoyu Fan, Lu Liu, Xiaochuan Li, Runze Zhang, Liang Jin, Jin ZhangPages: 52 – 665) DSPFL: A Deep-Layer Sign Sharing Personalized Federated Learning Scheme for Mitigating Poisoning AttacksAuthor(s): Chenhao Xu, Nasrin Sohrabi, Youyang Qu, Hai Dong, Zahir Tari, Xun YiPages: 67 – 816) Robust Missing Value Imputation With Proximal Optimal Transport for Low-Quality IIoT DataAuthor(s): Hao Wang, Zhichao Chen, Yuan Shen, Hui Zheng, Degui Yang, Dangjun Zhao, Buge LiangPages: 82 – 947) Multiagent Inductive Policy OptimizationAuthor(s): Yubo Huang, Xiaowei ZhaoPages: 95 – 1068) Efficient High-Dimensional Learning With Adaptive Gaussian RBF NetworksAuthor(s): Xiaoyu Gao, Xuetao Xie, Jian Wang, Sergey V. Ablameyko, Nikhil R. PalPages: 107 – 1219) Recurrent Network Expansion for Class Incremental LearningAuthor(s): Kai Jiang, Xueru Bai, Feng ZhouPages: 122 – 13510) Contrastive Federated Learning for Graph Anomaly DetectionAuthor(s): Hui Fang, Yang Gao, Peng Zhang, Sheng Zhou, Hongyang Chen, Jiajun Bu, Haishuai WangPages: 136 – 14711) Robust PID-Type Iterative Learning Control for Nonlinear Square and Nonsquare SystemsAuthor(s): Kechao Xu, Bo Meng, Zhen Wang, Xia HuangPages: 148 – 16012) Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated LearningAuthor(s): Teresa Salazar, João Gama, Helder Araújo, Pedro Henriques AbreuPages: 161 – 17513) Toward an Effective Action-Region Tracking Framework for Fine-Grained Video Action RecognitionAuthor(s): Baoli Sun, Yihan Wang, Xinzhu Ma, Zhihui Wang, Kun Lu, Zhiyong WangPages: 176-19014) Expandable Residual Approximation for Knowledge DistillationAuthor(s): Zhaoyi Yan, Binghui Chen, Yunfan Liu, Qixiang YePages: 191 – 20315) Long-Tail Class Incremental Learning via Bias Calibration With Application to Continuous Fault DiagnosisAuthor(s): Dongyue Chen, Zongxia Xie, Wenlong Yu, Qinghua HuPages: 204 – 21816) A Decomposition Optimization-Based Multiobjective Reinforcement Learning Algorithm for Obtaining Nonconvex Pareto FrontsAuthor(s): Tianyang Li, Ying Meng, Lixin TangPages: 219 – 23217) Evidential Graph Contrastive Alignment for Source-Free Blending-Target Domain AdaptationAuthor(s): Juepeng Zheng, Guowen Li, Yibin Wen, Jinxiao Zhang, Runmin Dong, Haohuan FuPages: 233 – 24618) Nesterov Accelerated Gradient Tracking With Adam for Distributed Online OptimizationAuthor(s): Yanxu Su, Qingyang Sheng, Xiasheng Shi, Chaoxu Mu, Changyin SunPages: 247 – 26019) Virtual Target-Oriented Neural Learning for Robust Optimal Tracking Control of Discrete Strict-Feedback SystemsAuthor(s): Ying Yan, Huaguang Zhang, Jiayue Sun, Zhongyang MingPages: 261 – 27320) Incremental Learning for Defect Segmentation With Efficient Transformer Semantic ComplementAuthor(s): Xiqi Li, Zhifu Huang, Ge Ma, Yu LiuPages: 274 – 28321) Koopman-Driven Linearized Model-Based Offline Planning With Application to Freeway Ramp MeteringAuthor(s): Tao Zhou, Chuanye Gu, Chee Peng Lim, Jinlong YuanPages: 284 – 29822) Spatial–Temporal Diffusion Model for Matrix FactorizationAuthor(s): Chenxi Tian, Wenming Wu, Lingling Li, Xu Liu, Fang Liu, Wenping Ma, Licheng Jiao, Shuyuan YangPages: 299 – 31123) Bicriteria Policy Optimization for High-Accuracy Reinforcement LearningAuthor(s): Guojian Zhan, Xiangteng Zhang, Feihong Zhang, Letian Tao, Shengbo Eben LiPages: 312 – 32624) Adaptive Modality Balanced Online Knowledge Distillation for Brain–Eye–Computer-Based Dim Object DetectionAuthor(s): Zixing Li, Chao Yan, Zhen Lan, Xiaojia Xiang, Han Zhou, Jun Lai, Dengqing TangPages: 327 – 34125) Peak-Padding: Clustering by Padding Density Peaks With the Minimum Padding CostAuthor(s): Junyi Guan, Bingbing Jiang, Weiguo Sheng, Yangyang Zhao, Sheng Li, Xiongxiong HePages: 342 – 35626) AMAP: Automatic Multihead Attention Pruning by Similarity-Based Pruning IndicatorAuthor(s): Eunho Lee, Youngbae HwangPages: 357 – 37027) Enhancing Reinforcement Learning With Cross-Domain Knowledge Transfer via Seeded Graph MatchingAuthor(s): Gengzhi Zhang, Liang Feng, Xuefeng Chen, Ke Tang, Kay Chen TanPages: 371 – 38528) Channelwise Regional Integrate and Multiple Firing Neuron: Improving the Spatiotemporal Learning of Spiking Neural NetworksAuthor(s): Mincheng Cai, Quan Liu, Kun Chen, Li MaPages: 386 – 40029) Restoring Noisy Demonstration for Imitation Learning With Diffusion ModelsAuthor(s): Shang-Fu Chen, Co Yong, Shao-Hua SunPages: 401 – 41330) Time Series Classification Based on Supervised Contrastive Learning and Homoscedastic UncertaintyAuthor(s): Tao Zhang, Ke Li, Shaofan WangPages: 414 – 42731) Distill to Delete: Unlearning in Graph Networks With Knowledge DistillationAuthor(s): Yash Sinha, Murari Mandal, Mohan KankanhalliPages: 428 – 43732) Physics-Guided Time-Interactive-Frequency Network for Cross-Domain Few-Shot Hyperspectral Image ClassificationAuthor(s): Jiaojiao Li, Hailong Wu, Rui Song, Haitao Xu, Yunsong Li, Qian DuPages: 438 – 45233) DMutDE: Dual-View Mutual Distillation Framework for Knowledge Graph EmbeddingsAuthor(s): Ruizhou Liu, Zhe Wu, Yiling Wu, Zongsheng Cao, Qianqian Xu, Qingming HuangPages: 453 – 46634) Theoretical Advances on Stochastic Configuration NetworksAuthor(s): Xiufeng Yan, Dianhui Wang, Ivan Y. TyukinPages: 467 – 48135) Robust Fine-Grained Visual Categorization via Cyclical AttentionAuthor(s): Bin Kang, Dong Liang, Daoyuan Chen, Tianyu Ding, Mingqiang WeiPages: 482 – 49636) A Unified Framework for Matrix BackpropagationAuthor(s): Gatien Darley, Stéphane BonnetPages: 497 – 503