Computational Intelligence: IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 2, February 2026

1) Vision Mamba: A Comprehensive Survey and Taxonomy

Author(s): X. Liu, C. Zhang, F. Huang, S. Xia, G. Wang, L. Zhang

Pages: 505 - 525

2) Hard Sample Mining: A New Paradigm of Efficient and Robust Model Training

Author(s): L. Liu, Y. Liang, X. Yan, L. Huangfu, S. Samtani, Z. Yu, Y. Zhang, D. D. Zeng

Pages: 526 - 546

3) FEU-Diff: A Diffusion Model With Fuzzy Evidence-Driven Dynamic Uncertainty Fusion for Medical Image Segmentation

Author(s): S. Geng, S. Jiang, T. Hou, H. Yao, J. Huang, W. Ding

Pages: 547 - 561

4) Reinforcement Learning-Based Boundary-Optimized Control of Flexible Manipulators Under Jointly Connected Switching Topologies

Author(s): X. Yao, L. Li, Y. Liu

Pages: 562 - 574

5) Distributed FilterNet Reinforcement Learning for Achieving Output Consensus in Heterogeneous Multiplayer Multiagent Systems

Author(s): J. Wu, B. Lian, C. Wen, Y. Zhu

Pages: 575 - 588

6) All-to-All Connected Oscillator Ising Machines and Their Application as Associative Memory

Author(s): Y. Cheng, Z. Lin

Pages: 589 - 602

7) Fuzzy Rule-Based Differentiable Representation Learning

Author(s): W. Zhang, Z. Deng, G. Wang, K. -S. Choi

Pages: 603 - 616

8) Coupled Tensor Decomposition for Compact Network Representation

Author(s): V. T. Pham, Y. Zniyed, T. P. Nguyen

Pages: 617 - 631

9) Syntax-Oriented Shortcut: A Syntax Level Perturbing Algorithm for Preventing Text Data From Being Learned

Author(s): B. Li, K. Zhang, X. Chen, R. Hong

Pages: 632 - 645

10) Multiscale Contrastive Learning for Node Clustering Based on Variational Graph Auto-Encoder

Author(s): N. P. Aghayengejeh, M. A. Balafar, J. Tanha, N. N. Khasmakhi, S. Minaee

Pages: 646 - 660

11) HSG-Net: Point Cloud Completion via Heuristic Structure Growing

Author(s): X. Chen, J. Chen, Y. Liu, R. Li

Pages: 661 - 672

12) Ape Optimizer: A p-Power Adaptive Filter-Based Approach for Deep Learning Optimization

Author(s): Y. Jin, H. Yang, X. Wang, Y. Xu, Z. Zhang

Pages: 673 - 685

13) Granular Ball-Guided Disambiguation for Partial Multilabel Feature Selection via Maximum Consistency Minimum Uncertainty

Author(s): F. Xu, W. Qian, W. Shu, J. Huang, W. Ding, S. Xia

Pages: 686 - 700

14) On Continuity of Robust and Accurate Classifiers

Author(s): R. Barati, R. Safabakhsh, M. Rahmati

Pages: 701 - 710

15) Multimodal Quaternion Representation Network for Multisource Remote Sensing Data Classification

Author(s): Y. -L. Wei, H. -C. Li, J. -L. Wang, Y. -B. Zheng, J. Pan, Q. Du

Pages: 711 - 725

16) A Novel Pattern Learning Framework With Enhanced Scalability for Continuous Optimization

Author(s): J. Qin, Y. Mo, H. Liu, Z. -H. Zhan, W. Yu

Pages: 726 - 740

17) Mars Express Orbiter Power Consumption Prediction Based on Bionic Hierarchical Learning Network

Author(s): Z. Qian, Z. Chen, E. Pan

Pages: 741 - 752

18) An Empirical Study of Federated Learning on IoT–Edge Devices: Resource Allocation and Heterogeneity

Author(s): K. -S. Wong, D. -M. Nguyen, K. Le, L. Ho, C. Do, D. Le-Phuoc

Pages: 753 - 765

19) Unbiased Semantic Decoding With Vision Foundation Models for Few-Shot Segmentation

Author(s): J. Wang, B. Zhang, J. Pang, W. Liu, B. Liu, H. Chen

Pages: 766 - 780

20) FedMPS: Federated Learning in a Synergy of Multi-Level Prototype-Based Contrastive Learning and Soft Label Generation

Author(s): W. Yang, X. Hu, X. Zhu, R. Wu, W. Pedrycz, X. Liu, J. Huang

Pages: 781 - 794

21) Optimizing the Output of Long Short-Term Memory Cell for High-Frequency Forecasting in Financial Markets

Author(s): A. Ntakaris, M. Gabbouj, J. Kanniainen

Pages: 795 - 808

22) Lightweight Reparameterizable Integral Neural Networks for Mobile Applications

Author(s): J. Lin, X. Li, B. Ren, X. Hao, Q. Wang, Y. Yao

Pages: 809 - 821

23) Optical-Cue-Guided Diffusion Probabilistic Model for Reflection Removal

Author(s): F. Zhang, Y. Li, X. Chang

Pages: 822 - 835

24) Modal Detection Informed Classification Evaluation via Ensemble Networks for Expensive Constrained Multimodal Optimization

Author(s): K. Yu, F. Chen, M. Yu, J. Liang, K. Chen

Pages: 836 - 850

25) FedNK-RF: Federated Kernel Learning With Heterogeneous Data and Optimal Rates

Author(s): X. Zhang, J. Li, R. Yin, W. Wang

Pages: 851 - 863

26) Three-Dimensional Multiobject Tracking Based on Voxel Masking Encoder and Deep Hashing Paradigm

Author(s): S. Li, Z. Chen, H. Li, Y. Tao, Y. Gao, J. Yan

Pages: 864 - 877

27) Learning Counterfactual Fair Representation Under Covariate Shift via Reflux

Author(s): Y. Xia, X. Zhang, Z. Li

Pages: 878 - 892

28) Feature Enhancement Module Based on Class-Centric Loss for Fine-Grained Visual Classification

Author(s): D. Wang, H. Xinyu, S. Lyu, W. Tian, Y. Lu

Pages: 893 - 906

29) Unsupervised Skill Discovery Through Skill Regions Differentiation

Author(s): T. Xiao, J. Zheng, R. Yang, K. Xu, Q. Zhang, P. Liu, Z. Wang, C. Bai

Pages: 907 - 921

30) Sparse Mixture of Mambas for Domain Generalized Atomic Electron Tomography Augmentation

Author(s): Y. Yu, J. Yuan, X. Zhong, Q. Zhao, W. Luo, L. Mai

Pages: 922 - 936

31) Targeted Mining of Time-Interval Related Patterns

Author(s): S. Liang, L. Chen, W. Gan, P. S. Yu, S. Zhao

Pages: 937 - 950

32) Theoretical Convergence Analysis and Initialization Comparisons of Deep Soft-Thresholding Networks

Author(s): C. Xiong, M. Zhang, T. Wei, Y. Huang, J. Cao, Q. Cai, Z. Chen, X. Qu

Pages: 951 - 965

33) HKANLP: Link Prediction With Hyperspherical Embeddings and Kolmogorov–Arnold Networks

Author(s): W. Zhang, W. Fan, W. Su, N. Bouguila

Pages: 966 - 980

34) A Mathematical Certification for Positivity Conditions in Neural Networks With Applications to Partial Monotonicity and Trustworthy AI

Author(s): A. Polo-Molina, D. Alfaya, J. Portela

Pages: 981 - 996

35) A Self-Supervised Learning Framework for Soft Robot Proprioception

Author(s): D. Hu, H. Dong, F. Giorgio-Serchi, Y. Yang

Pages: 997 - 1003

Computational Intelligence

Monday, February 16, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 2, February 2026

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