Computational Intelligence: IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 6, June 2026

1) FDSRM: A Feature-Driven Style-Agnostic Foundation Model for Sketch-Less Facial Image Retrieval

Author(s): Y. Liu, D. Dai, S. Xia, G. Wang

Pages: 2506 - 2520

2) Interlayer Sparse Compression-Based Deep Echo State Network Model and Its Application in Time-Series Forecasting

Author(s): Y. Wang, M. Zheng, Y. Shang, M. Yuan, H. Zhao

Pages: 2521 - 2533

3) Hyperspectral Anomaly Detection via Hybrid Convolutional and Transformer-Based U-Net With Error Attention Mechanism

Author(s): X. Wang, P. Wang, J. Cheng, D. Zhu, H. Leung, P. Gamba

Pages: 2534 - 2548

4) Robust Traffic Forecasting With Disentangled Spatiotemporal Graph Neural Networks

Author(s): T. Wang, R. Luo, D. Shi, H. Deng, S. Zhao

Pages: 2549 - 2562

5) P3L: Patent Prediction With Prompt Learning

Author(s): Y. -H. Lu, P. -Y. Lai, M. -S. Chen, H. -T. Cai, Z. -H. Wang, S. -Y. Liu, Q. -Y. Dai, C. -D. Wang

Pages: 2563 - 2576

6) Unlocking Pseudolabel Potential and Alignment for Unpaired Cross-Modality Adaptation in Remote Sensing Image Segmentation

Author(s): Z. Xu, J. Geng, W. Jiang, S. Song

Pages: 2577 - 2591

7) Model-Based Offline Reinforcement Learning With Adversarial Data Augmentation

Author(s): H. Cao, F. Feng, J. Huo, S. Yang, M. Fang, T. Yang, Y. Gao

Pages: 2592 - 2606

8) Efficient and Scalable Point Cloud Generation With Sparse Point-Voxel Diffusion Models

Author(s): I. Romanelis, V. Fotis, A. Kalogeras, C. Alexakos, A. Munteanu, K. Moustakas

Pages: 2607 - 2618

9) User Isolation Poisoning on Decentralized Federated Learning: An Adversarial Message-Passing Graph Neural Network Approach

Author(s): K. Li, Y. Liang, P. Liò, W. Ni, F. Dressler, J. Crowcroft, O. B. Akan

Pages: 2619 - 2633

10) Diverse Semantic Image Editing With Style Codes

Author(s): H. Sivuk, A. Dundar

Pages: 2634 - 2643

11) Mutually Guided Fusion Learning for Collaborative Camouflaged Object Segmentation

Author(s): C. Li, X. Luan, L. Liu, Y. Su, Y. Fu, W. Li

Pages: 2644 - 2657

12) Evaluating Large Language Models on Named Entity Recognition

Author(s): B. Ji, H. Liu, S. Li, J. Ma, J. Yu, S. -K. Ng

Pages: 2658 - 2672

13) Population Historical Information-Driven Evolutionary Multitask Neural Architecture Search

Author(s): K. Yu, H. Tang, J. Liang, C. Li, M. Yu

Pages: 2673 - 2687

14) Fractional Gradient Descent With Matrix Stepsizes for Non-Convex Optimization

Author(s): A. Mazumder, K. Vyas, P. Rathore

Pages: 2688 - 2699

15) A Refreshed Similarity-Based Upsampler for Direct High-Ratio Feature Upsampling

Author(s): M. Zhou, H. Wang, Y. Zheng, D. Meng

Pages: 2700 - 2714

16) Beyond Implicit Mapping: Advancing Generative Models Through Smoothed Optimal Transport

Author(s): S. Li, L. Jin, Z. Wang, Z. Xu, N. Lei, Z. Luo

Pages: 2715 - 2728

17) Deep Unfolding of Tail-Based Methods for Robust Sparse Recovery Under Noise and Model Mismatch

Author(s): Y. Kvich, P. Reshma, P. Pradhan, R. Randhi, Y. C. Eldar

Pages: 2729 - 2741

18) Rethinking Decoupled Knowledge Distillation: A Predictive Distribution Perspective

Author(s): B. Zheng, R. Cheng

Pages: 2742 - 2756

19) SFedCA: Credit Assignment-Based Active Client Selection Strategy for Spiking Federated Learning

Author(s): Q. Zhan, J. Cao, X. Xie, H. Tang, M. Zhang, S. Yang, G. Liu

Pages: 2757 - 2769

20) Adaptive Boosting LLMs for Text Classification

Author(s): M. Wang, Y. Zhang, C. Ren, Q. Li, P. Tiwari, B. Wang, J. Qin

Pages: 2770 - 2781

21) Neural Machine Unranking

Author(s): J. Hou, A. Finke, G. Cosma

Pages: 2782 - 2793

22) The Most Overestimated Q Value Regularization in High-Dimensional Discrete Action Spaces for Offline Reinforcement Learning

Author(s): S. Yu, H. Park, B. Ko, J. Shin, Y. Hong, T. Park, J. -W. Yoon

Pages: 2794 - 2808

23) DuaDiff: Dual-Conditional Diffusion Model for Guided Thermal Image Super-Resolution

Author(s): L. Shi, G. Wu, Y. Wang, Y. Liu, T. Chai

Pages: 2809 - 2823

24) Improved Knowledge Distillation Based on Global Latent Workspace With Multimodal Knowledge Fusion for Understanding Topological Guidance on Wearable Sensor Data

Author(s): J. Hong, E. S. Jeon, M. P. Buman, P. Turaga, T. P. Pavlic

Pages: 2824 - 2838

25) Spurious Local Minima Provably Exist for Deep CNNs: Theory and Application

Author(s): B. Liu, K. Fu, T. Yuan, S. Geng

Pages: 2839 - 2853

26) Dynamics of Q-Learning in Networked Stochastic Games

Author(s): Z. Yuan, G. Jiang, S. Hu, M. Perc, C. Chu, J. Liu

Pages: 2854 - 2868

27) Enhancing PPO With Trajectory-Aware Hybrid Policies

Author(s): Q. Liu, Z. Jiang, H. -J. Yang, M. Khosravi, J. R. Waite, S. Sarkar

Pages: 2869 - 2883

28) Source-Free Time-Series Domain Adaptation With Prior Evaluation of Model Salience

Author(s): R. Cai, M. Jin, Q. Wen, K. Zhang, Y. Liu

Pages: 2884 - 2898

29) AFoCo: Ambiguous Focus and Correction for Semi-Supervised Medical Image Segmentation

Author(s): G. Hu, F. Zhao, E. H. Houssein

Pages: 2899 - 2913

30) TGMN: Two-Stage Graph Convolutional Mamba Network for Hyperspectral Image Classification

Author(s): Y. Chu, J. Cao, J. Xia, W. Ding

Pages: 2914 - 2928

31) Adaptive Frequency-Based Constructive Wavelet Neural Network for Nonlinear Dynamic Systems

Author(s): D. Huang, D. Shen, L. Lu, Y. Tan

Pages: 2929 - 2943

32) MtvTrack: Robust Visual Tracking via Modeling Time-Variant State of the Target

Author(s): J. Zhao, M. Jia, L. Guo, X. Han, D. Niu

Pages: 2944 - 2958

33) SynC: Synergistic Boosting of Structure and Representation for Deep Graph Clustering

Author(s): S. Ding, B. Wu, X. Xu, L. Ding, X. Wu

Pages: 2959 - 2968

34) Reinforcement Learning-Based Optimal Formation Tracking for UAVs With Safety Constraints

Author(s): P. Wang, C. Yu, F. Deng, J. Chen

Pages: 2969 - 2982

35) Space–Frequency Cross-Attention Node Feature Optimization Graph Neural Operator for Partial Differential Equations

Author(s): P. Bie, N. Song, N. Zhang, J. Nie, M. Ye, X. Liang, Q. Wen

Pages: 2983 - 2993

36) Fine-Grained Visual Classification via Adaptive Attention Quantization Transformer

Author(s): S. Qiao, S. Li, H. Zheng

Pages: 2994 - 3008

Computational Intelligence

Tuesday, June 9, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 6, June 2026

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