IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 4, April 2026

1) Novel Approach for Decoding Olfactory Receptors Interactions With Molecules Based on Multimodal Feature and Deep Learning Network

Author(s): F. Wang, X. Xie, Y. Xiong, Z. Liu, M. Kong, H. Dong, X. Chen

Pages: 1506 – 1517

2) Spectral Embedding Representation Based on Random Anchor Graph Aggregation

Author(s): J. Zhou, F. Li, C. Gao, W. Ding, W. Pedrycz, G. Lang

Pages: 1518 – 1532

3) Decentralized Online Optimization With Compressed Communication Over Directed Graphs

Author(s): H. Liu, B. Zhang, Z. Yu, D. Yuan, M. Dai

Pages: 1533 – 1545

4) Higher Order Cumulants-Based Method for Direct and Efficient Causal Discovery

Author(s): W. Chen, L. Peng, Z. Huang, R. Cai, Z. Hao, K. Zhang

Pages: 1546 – 1559

5) Generalized Subspace Coupling Approach for Robust Low-Tubal-Rank Tensor Completion

Author(s): W. Kong, Q. Feng, Q. Shu, J. Wang, T. Huang, B. Zhang

Pages: 1560 – 1574

6) Multimodal Aspect-Based Sentiment Analysis With Plugin-Enhanced Large Language Models

Author(s): Y. Tian, Y. Song, Y. Zhang

Pages: 1575 – 1589

7) A Physics-Informed Demonstration-Guided Learning Framework for Granular Material Manipulation

Author(s): M. Wei, X. Yang, Y. -K. Lai, S. Amir Tafrishi, Z. Ji

Pages: 1590 – 1604

8) On Imbalance in Case Types: Evaluating and Enhancing PLMs for Criminal Court View Generation

Author(s): Y. Le, Z. Xiao, Y. Ding, E. S. Chng, K. Li

Pages: 1605 – 1617

9) SNN-FT: Temporal-Coded Spiking Neural Networks for Fourier Transform

Author(s): S. Wang, H. Zheng, Y. Chen, A. Belatreche, G. Wang, Y. Jin, J. Wu, M. Zhang, Y. Yang, H. Li

Pages: 1618 – 1630

10) Kernel-Based Representation Alignment for Class Imbalanced Semi-Supervised Learning

Author(s): Z. Li, J. Ye, J. Wen, H. Liu, T. Wang, W. Lin

Pages: 1631 – 1644

11) From a Social Cognitive Perspective: Context-Aware Visual Social Relationship Recognition

Author(s): S. Wu, C. Zhang, J. Chen, T. Xu, L. Wu, Q. Wang, Y. Gao, Y. Hu, E. Chen

Pages: 1645 – 1659

12) Evolving Fuzzy Control of Manipulator in Open Changing Scenarios Based on Offline and Online Fusion Learning

Author(s): T. Zhao, J. Pan, X. You

Pages: 1660 – 1673

13) An Intrinsically Knowledge-Transferring Developmental Spiking Neural Network for Tactile Classification

Author(s): J. Xing, Y. Liu, Z. Zhang, L. Chen, M. N. Hasan, Z. -B. Zhang

Pages: 1674 – 1686

14) A Hybrid-Gain ZNN With Precisely Predefined-Time Convergence for Time-Variant LMVI and Its Applications to UR Robotic Arm and Multiagent System

Author(s): B. Zheng, C. -I. Ieong, C. Li, Z. Zhang, J. Yu, P. X. Liu

Pages: 1687 – 1701

15) Riemannian Implicit Differentiation via a Fixed-Point Equation for Riemannian Bilevel Optimization

Author(s): X. Fan, Y. Wu, Z. Gao, Z. Lu, F. Li, M. Harandi, Y. Jia

Pages: 1702 – 1716

16) LEPD-Net: A Lightweight and Efficient Network for Pedestrian Detection

Author(s): W. Ge, S. Huang, M. Li, Y. Jiao

Pages: 1717 – 1725

17) Unseen From Seen: Rewriting Observation-Instruction Using Foundation Models for Augmenting Vision-Language Navigation

Author(s): Z. Wei, B. Lin, Y. Nie, J. Chen, S. Ma, H. Xu, X. Liang

Pages: 1726 – 1738

18) Integrating Actor–Critic Reinforcement Learning With Evolutionary Algorithm for Multimodal Multiobjective Optimization

Author(s): K. Xiang, T. Huang, L. Yang, J. Lin

Pages: 1739 – 1751

19) Explaining Neural Networks: Hierarchical Backpropagated Ensemble Learning

Author(s): G. He, Z. Wang, L. Tang, R. Zhang, R. Wang, X. Li, F. Nie

Pages: 1752 – 1765

20) Domain Generalization With Amplitude-Based Data Generation and Feature Random Suppression

Author(s): C. Xiong, B. Zhao, C. Wang, S. Ding

Pages: 1766 – 1778

21) SKIP: A Prototype-Based Scalable Knowledge Graph Representation Learning Method

Author(s): Y. Liu, K. Liang, J. Xia, M. Liu, X. Yang, X. Liu, S. Zhou, S. Z. Li

Pages: 1779 – 1792

22) Expensive Multiobjective Optimization Guided by Attention-Enhanced Generative Models

Author(s): G. Chen, Z. Wang, Q. Liu, J. J. Jiao, Y. Jin

Pages: 1793 – 1807

23) MG-DARTS: Multigranularity Differentiable Architecture Search for Tradeoff Between Model Effectiveness and Efficiency

Author(s): X. Liu, D. Saxena, J. Cao, Y. Zhao, P. Ruan

Pages: 1808 – 1822

24) GCM: Interpretable Multiagent Reinforcement Learning via Graph Cooperation Modeling

Author(s): X. Wu, Y. Zhu, C. Chen, C. Chen

Pages: 1823 – 1837

25) A Real-Time Neural Representation via Algorithm-Hardware Synergy for Sparse-View CT Reconstruction

Author(s): X. Li, H. Wan, K. Long, Q. Wu, C. Du, Y. Su, Z. Luo, X. Lou, Y. Zhang

Pages: 1838 – 1850

26) Universal Stabilization for Maximum Entropy Optimization in Reinforcement Learning

Author(s): X. Chen, Y. Li, X. Cao, H. Chen, H. Yao, B. An, Y. Chang

Pages: 1851 – 1863

27) Lightweight Dual-Kernel Information Aggregation Network for Efficient Image Super-Resolution

Author(s): Y. Tang, M. Su, X. Zhang

Pages: 1864 – 1875

28) Adapting Graph Models via Target Integrity Assessment and Source Distribution Hypothesis

Author(s): Z. Qiao, X. Yu, W. Guo, X. Luo, M. Xiao, H. Xiong

Pages: 1876 – 1888

29) A Radar Signal Deinterleaving Method Based on Multiscale With Attention Mechanism

Author(s): W. Li, Y. -Y. Dong, C. -X. Dong, T. Sun, R. Guo, Z. Li

Pages: 1889 – 1903

30) ORAL: Adaptive Gap Increasing for Advantage Learning via Occam’s Razor Principle

Author(s): Z. Zhang, Y. Zhou, Y. Long, J. Zhang, J. Weng, Z. Li, Y. Gan, X. Tan

Pages: 1904 – 1918

31) Chain-of-Detection: Enhancing Cross-Granularity Robotic Perception for Object Manipulation

Author(s): T. Xu, H. Gao, C. Chen, Y. Li, S. Xu, S. Guo, F. Chen

Pages: 1919 – 1933

32) The Applications and Properties of the TDS Algorithm

Author(s): X. Chen, L. Yan

Pages: 1934 – 1947

33) Toward Effective Model Merging in Semantic Segmentation

Author(s): H. Chen, Y. Xu, Y. Xu, Y. Zhang, Y. Zhang, F. Wang, L. Cui

Pages: 1948 – 1962

34) LeapVAD: A Leap in Autonomous Driving via Cognitive Perception and Dual-Process Thinking

Author(s): Y. Ma, T. Wei, N. Zhong, J. Mei, T. Hu, L. Wen, X. Yang, B. Shi, Y. Liu

Pages: 1963 – 1977

35) Inverse Reinforcement Learning for Disturbed Networked Nonlinear Systems With Data Dropouts

Author(s): P. Shi, W. Xue, J. Fan, F. L. Lewis, B. Lian

Pages: 1978 – 1990

36) LaMI-GO: Latent Mixture Integration for Goal-Oriented Communications Achieving High Spectrum Efficiency

Author(s): A. Wijesinghe, S. Wanninayaka, W. Wang, Y. -C. Chao, S. Zhang, Z. Ding

Pages: 1991 – 2005

37) Corrections to “Incremental Learning for Defect Segmentation With Efficient Transformer Semantic Complement”

Author(s): X. Li, Z. Huang, G. Ma, Y. Liu

Pages: 2006 – 2006