IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 11, November 2026

1) A Survey on Human-Centric Voice–Face Multimodal Learning

Author(s): W. Chen, K. Xu, Q. Song, Y. Sun, X. Liu, X. Li, Y. Dou, H. Wang

Pages: 5819 – 5839

2) Stability of Time-Varying Impulsive Systems With State-Dependent Delay and Its Application in Complex Networks

Author(s): W. Liu, X. Li

Pages: 5840 – 5848

3) Geometry-Aware Line Graph Transformer Pretraining for Molecular Property Prediction

Author(s): P. Bai, X. Liu, W. Fan, T. Jiang, W. K. Cheung, H. Lu

Pages: 5849 – 5863

4) Sliding Integral Neural Network Driven Robust Solution for Time-Varying Quadratic Programming

Author(s): Y. Si, Z. Li, K. Zhao, H. Huang, D. Fu

Pages: 5864 – 5876

5) Heterogeneous Demand-Aware Multi-Agent Communication Based on Role Representation

Author(s): D. Huo, H. Zhang, Y. Hao, Y. Ye, J. Lian, H. Liu, R. Wang, L. Hu, M. Chen

Pages: 5877 – 5888

6) A Real-Time Offset-Free Neural Network MPC Framework for Aeroengine Control on Embedded Systems

Author(s): W. -T. Li, S. -X. Wen, X. -F. Wang, W. -Z. Meng, X. -M. Sun

Pages: 5889 – 5899

7) Attention-Guided and Role-Aware Reinforcement Learning for Multi-AUV Counter-Game

Author(s): W. Gan, K. Guo, L. Qiao

Pages: 5900 – 5914

8) HypBench: Hyperbolic Benchmark for Graph Neural Network Performance

Author(s): R. Aliakbarisani, R. Jankowski, M. Á. Serrano, M. Boguñá

Pages: 5915 – 5928

9) Toward Privacy Preservation in Federated Learning: A Framework Integrating Client-Side Shuffling and Model Compression

Author(s): J. Li, R. Xiao, L. Yu, K. Zhang, J. Ning

Pages: 5929 – 5943

10) Intrinsic Value-Aligned Policy Optimization for Offline-to-Online Reinforcement Learning

Author(s): T. Liu, X. Xu, X. Xie, Y. Lan, T. Tang, Z. Ding

Pages: 5944 – 5958

11) HAD: Hierarchical Asymmetric Distillation to Bridge Spatio-Temporal Gaps in Event-Based Object Tracking

Author(s): Y. Deng, X. Zhong, W. Liu, Z. Yu, J. Yuan, T. Huang

Pages: 5959 – 5972

12) Learning Dual Transformers for All-in-One Image Restoration From a Frequency Perspective

Author(s): J. Chu, T. Su, P. Liu, Y. Wu, L. Zhang, Z. Shi, M. Wang

Pages: 5973 – 5987

13) Contaminative Data-Driven Koopman Resilient Distributed Filtering for Unknown Stochastic Nonlinear Systems

Author(s): X. Zheng, Z. Sun, X. Yang, H. Yan

Pages: 5988 – 5998

14) Hierarchical Semantic Concept Modeling for Generalizable Myocardial Pathology Segmentation on Multisequence CMR Images

Author(s): J. Dong, L. Li, L. Huang, L. Pan, F. Cheng, W. Ding, X. Zhuang

Pages: 5999 – 6013

15) Without Paired Labeled Data: End-to-End Self-Supervised Learning for Drone-View Geo-Localization

Author(s): Z. Chen, Z. -X. Yang, H. -J. Rong, G. Li

Pages: 6014 – 6028

16) DOGT: Double-Order Graph Transformers With Adaptive Node-Group Learning

Author(s): Y. Zhang, X. Sheng, M. Liu, R. Zhao, X. Shang

Pages: 6029 – 6043

17) Self-Supervised Continuous Dynamic Graph Representation Learning via Hawkes Processes

Author(s): R. Liu, R. Yin, X. Zhou, X. Hao, J. Li, J. Zhong, C. Ma, W. Wang

Pages: 6044 – 6054

18) A Method for Data Augmentation in Vertical Federated Learning Addressing Data Heterogeneity

Author(s): Y. Xiao, T. Lv, D. Zhao, W. Zhao, T. Li, R. Wang, G. Wang

Pages: 6055 – 6069

19) Recovering Reward Functions From Distributed Expert Demonstrations via Bi-Level Maximum-Likelihood Optimization

Author(s): G. Jiang, S. Hong, M. Imani, N. D. Bastian, T. Lan

Pages: 6070 – 6084

20) ConvShareViT: A Vision Transformer-Like Architecture for Free-Space Optical Accelerators

Author(s): R. Ibadulla, T. M. Chen, C. C. Reyes-Aldasoro

Pages: 6085 – 6099

21) Physically Guided Diffusion Framework With Neural Information Bottleneck Regulation for Robust Small Object Detection

Author(s): Y. Zhou, S. Tan, W. Li, Y. Qin

Pages: 6100 – 6113

22) Vision-Assisted Foundation Model for Solving Multitask Vehicle Routing Problems

Author(s): S. Gui, Z. Cao, W. Song, Y. -S. Ong

Pages: 6114 – 6128

23) An Accelerated Augmented Gradient Neural Network for Constrained Time-Varying Nonlinear Optimization

Author(s): J. Wang, H. Huang, K. Deng, Z. Zeng

Pages: 6129 – 6139

24) An Uncertainty-Aware Ensemble Approach to Modeling Utility of Pseudolabels for Semisupervised Learning

Author(s): J. Wu, J. Pang, Q. Huang

Pages: 6140 – 6150

25) Data-Driven Output Feedback Control for Unknown Piecewise Affine Systems

Author(s): K. Hu, T. Liu

Pages: 6151 – 6165

26) Efficient Image Debiased Contrastive Clustering

Author(s): H. Jia, J. Chen, Q. Mao, Q. Wang, Q. Lu, G. Long, D. Wu

Pages: 6166 – 6180

27) MoADL-TLSTM: Multiobjective Automated Deep Learning-Based Transformer-LSTM for Load Forecasting

Author(s): K. -D. Lu, B. -X. Zhang, Y. Xu, Y. Shen, Z. -G. Wu

Pages: 6181 – 6193

28) Hybrid Transfer Active Learning for Multistream Processes With Within-Process and Cross-Process Correlation Modeling and Online Updating

Author(s): Z. Hu, C. Wang

Pages: 6194 – 6206

29) RoCA: Robust Contrastive One-Class Time Series Anomaly Detection With Contaminated Data

Author(s): X. Mou, R. Wang, B. Li, T. Wo, J. Sun, H. Wang, X. Liu

Pages: 6207 – 6221

30) Dynamic-n-Static Multiplex Graph Representation Learning for Improved Link Prediction

Author(s): J. Yu, M. Ding, W. Sun

Pages: 6222 – 6235

31) Collaborative Hyperparameter Recommendation by Coupled Matrix Factorization With Kernel

Author(s): L. Deng, M. Xiao

Pages: 6236 – 6249

32) Learning-Based Statistical Refinement for Denoising

Author(s): R. Ke

Pages: 6250 – 6262

33) Learning External Point-Set Context for Point Cloud Segmentation

Author(s): J. Peng, H. Dong, X. Wang, D. Lin, H. Chen, R. Liu, Q. Chen, Y. Wu, H. Lu, Q. Guo, Y. Wang, L. Liang, W. Xie, M. Wang, P. Li

Pages: 6263 – 6277

34) WiCount-DASL: Domain-Adversarial Semisupervised Learning for Wi-Fi-Based Stationary Crowd Counting

Author(s): H. Wang, I. W. -H. Ho

Pages: 6278 – 6290

35) Spatiotemporal Context-Aware Prompting With Low-Rank Dynamic Routing for Exemplar-Free Video Class-Incremental Learning

Author(s): K. Wu, B. Peng, D. Zhai

Pages: 6291 – 6301

36) Multi-View Clustering With Hybrid-Order Similarity Learning

Author(s): D. Huang, S. -Y. Liu, H. Wang

Pages: 6302 – 6313

37) Toward Fair Federated Graph Learning

Author(s): Z. Wu, B. Pang, X. Li, Y. Zhu, D. Su, B. Fan, R. -H. Li, G. Wang, C. Zhou

Pages: 6314 – 6328

38) Enhancing Generative Models for Modality Imputation of 3-D MRIs via Consistency-Aware Refinement and Super-Resolution Guidance

Author(s): Z. Song, X. Wang, H. Xiong, M. Liu, M. Fei, X. Zhao, Z. Shen, S. Wang, D. Chen, L. Yao, Q. Wang, L. Zhang

Pages: 6329 – 6343

39) MALFM-Captioner: A Multipath Alignment Learning for Image Captioning With Feature Mask

Author(s): X. Yang, B. Song, Y. Dong, W. Sun, T. Sun, S. Zheng, Z. Hou

Pages: 6344 – 6356

40) Why Empirical Risk Minimization Performs Well for Open Set Domain Adaptation: A Theoretical Analysis From Causal View

Author(s): H. Du, Y. Liu, C. Feng, G. Liu, C. Yang, G. Kou

Pages: 6357 – 6367

41) MGA-CLIP: A Multigranularity Attribution Framework for Cross-Modal Explainability in CLIP

Author(s): X. Cheng, T. Zhou, S. Yin, H. Zhang, W. Xiong, W. Ding

Pages: 6368 – 6382

42) Adaptive Graph-Guided Feature Decomposition for Unsupervised Multiview Feature Selection

Author(s): A. Yuan, H. Lv, J. Hu, M. You

Pages: 6383 – 6397

43) RL-FM: Reinforcement Learning-Driven Flow Matching for Multimodal Remote Sensing Image Classification

Author(s): W. Zhang, H. Tao, Z. Wang, X. Wang, Y. Cheng

Pages: 6398 – 6411

44) Flexible Prescribed-Time Optimal Control With Adaptive State–Input Constraint Bounds via Actor–Critic Learning

Author(s): J. Tan, S. Xue, H. Cao, B. Chen

Pages: 6412 – 6425

45) Learning Manipulation Features for Quantitative Assessment and Skill-Level Classification in Robot-Assisted Intervention: In Vivo Rabbit Studies

Author(s): S. Wei, Z. Wu, J. Luo, Y. Gao, Z. Geng, S. Gu, J. Zhang

Pages: 6426 – 6439

46) Differentiable Clustering Graph Convolutional Network for Hyperspectral Unmixing: Methodology and Benchmark

Author(s): M. Xu, J. Xu, Z. Yang, W. Li, Y. Xu, S. Wei, S. Liu, B. Du, Z. Wang

Pages: 6440 – 6454

47) Toward Effective Graph Long-Tailed Learning With Noisy Labels

Author(s): H. Liu, Z. Hao, H. Ming, W. Wang, H. Yu, X. Zhang

Pages: 6455 – 6465

48) FP3O: Enabling Proximal Policy Optimization in Multiagent Cooperation With Parameter-Sharing Versatility

Author(s): L. Feng, D. Xing, J. Zhang, G. Pan

Pages: 6466 – 6477

49) Online Value Iteration for Unknown Nonlinear Multiagent Systems: A Model-Decoupled Encoding–Decoding Mechanism

Author(s): T. Zhang, Y. Han, L. You, X. Wang

Pages: 6478 – 6491

50) Interpreting the Observed Behavior of a Class of Autonomous Linear Systems Using Explainable Inverse Reinforcement Learning

Author(s): A. Perrusquía, M. Zou, W. Guo

Pages: 6492 – 6505

51) From Stochastic Conjugate Gradient to Stochastic Second-Order Optimization, Driven by Conjugate Coefficient With Second-Order Information

Author(s): Z. Yang

Pages: 6506 – 6519

52) Cloud Server Replenishment Policy Under Given Demand Satisfaction Rates via Reinforcement Learning With Policy Imitation

Author(s): J. Li, P. Cheng, X. Zhang, W. Zhu, G. Wang, L. Dou, B. Zheng, W. Sun

Pages: 6520 – 6534

53) Temporal Logic Guided Universal Task Representations for Reinforcement Learning

Author(s): H. Zhang, Z. Zhou, Z. Kan

Pages: 6535 – 6549

54) TAFNet: Trusted Multiview Associative Fusion Neural Networks for Analyzing Dynamic Brain Networks

Author(s): W. Ding, W. Dai, T. Hou, T. Yin, Q. Hua, Y. Chen, J. Huang, J. Yang

Pages: 6550 – 6564

55) TSGNAS: A Topology- and Semantic-Guided Graph Neural Network Architecture Searcher

Author(s): K. Zhang, S. Pang, H. Pei, Y. Bai, W. Wu, X. He

Pages: 6565 – 6579

56) Escaping Stability-Plasticity Dilemma in Online Continual Learning for Motion Forecasting via Synergetic Memory Rehearsal

Author(s): Y. Lin, C. Lu, T. Wu, X. Zhao, G. Du, Y. Sun, Z. Li, J. Gong

Pages: 6580 – 6594

57) ACTFormer: Adaptive Complexity-Aware Traffic Transformer for Intelligent Flow Prediction

Author(s): W. Yang, W. Shang, Z. Liu

Pages: 6595 – 6608

58) Harmonic Autoencoding Framework for Multiple Tasks in Magnetic Particle Imaging Reconstruction

Author(s): Z. Wei, T. Zhu, J. Zhang, G. Shi, F. Yang, L. Zhang, X. Yang, J. Tian, H. Hui

Pages: 6609 – 6623

59) Hypercube Neural Topologies: Enhancing Depth Efficiency and Gradient Flow in Deep Networks

Author(s): B. -J. Park, D. S. Han

Pages: 6624 – 6638

60) A Weak-Robust Modeling and Knowledge-Driven Solution Approach for Scheduling Margin Calculation of Hot Rolling Process

Author(s): Y. Wu, T. Wang, J. Zhao, W. Wang

Pages: 6639 – 6652

61) Fokker–Planck Soft Actor–Critic

Author(s): H. -S. Hwang, J. Kim, J. Seok

Pages: 6653 – 6667

62) Structure-Guided Domain-Adaptive Network for Few-Shot SAR Ship Detection

Author(s): K. Ni, W. Zhou

Pages: 6668 – 6682

63) Unleashing the Potential of Imperfect Demonstration for Imitation Learning via Hierarchical Expert Guidance

Author(s): Z. Lin, Z. Chen, G. Zhu, J. Li

Pages: 6683 – 6693

64) PteFBIC: Exploiting Pterylotic Relationship for Fine-Grained Bird Image Classification via Rachidian Orientation Learning

Author(s): H. Liu, S. He, T. Liu, Z. Liu, Z. Zhang, Y. -F. Li

Pages: 6694 – 6708

65) CausalPD: Joint Causal Discovery and Intervention for Large-Scale Pavement Distress Distribution Data

Author(s): X. Wu, T. Pan, X. Chen, J. Liu, Z. He

Pages: 6709 – 6723