Computational Intelligence: IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 7, July 2026

1) Deep Learning for Video Anomaly Detection: A Review

Author(s): P. Wu, C. Pan, Y. Yan, G. Pang, Q. Yan, P. Wang, Y. Zhang

Pages: 3010 - 3030

2) A Survey on Vision--Language--Action Models for Embodied AI

Author(s): Y. Ma, Z. Song, Y. Zhuang, J. Hao, I. King

Pages: 3031 - 3051

3) Graph Transformers: A Survey

Author(s): A. Shehzad, F. Xia, S. Abid, C. Peng, S. Yu, D. Zhang, K. Verspoor

Pages: 3052 - 3071

4) Robust Least Squares Twin Support Vector Machine With Adaptive Pinball Loss

Author(s): H. -J. Xing, S. -W. Wang, Z. -C. He, Y. -D. Wang

Pages: 3072 - 3086

5) MotifGT-DTI: Pivotal Motif-Based Graph Transformer Model Improves Drug--Target Interaction Prediction

Author(s): W. Tian, M. Zeng, J. Wang, C. Lu

Pages: 3087 - 3101

6) A High-Accuracy Probabilistic-Based Sigmoid Approximator Incorporating Memory-Saving and Time-Efficient Strategies

Author(s): W. Lu, C. -S. Leung, F. Qin, T. Cao, W. Zhang, Y. Shi, Y. Ke, Z. Zang

Pages: 3102 - 3115

7) Physical Parameter Dependencies in Mechanical Reservoir Computing: Structural Analysis, Actuation, and Improved Processing

Author(s): M. Austin, K. Nakajima

Pages: 3116 - 3130

8) HSA2M: Hierarchical Spike Aggregation Activation Map for Visual Explanations From Spiking Neural Networks

Author(s): M. Yang, X. Wu, M. Yu Wang

Pages: 3131 - 3145

9) Multiagent Deep Reinforcement Learning With Evolutionary Strategy for Mobile Charging Vehicles Dispatching

Author(s): H. Li, B. Jeong

Pages: 3146 - 3160

10) Exploiting Scale-Variant Attention for Segmenting Small Medical Objects

Author(s): W. Dai, R. Liu, Z. Wu, T. Wu, M. Wang, J. Zhou, Y. Yuan, J. Liu

Pages: 3161 - 3175

11) Accurate and Robust Neural Architecture Search via a Flexible Supernet

Author(s): Y. Feng, Y. Ou, Y. Sun

Pages: 3176 - 3190

12) CPFformer: A Hierarchical-Based Graph Modeling Fusion Framework for Making the Emotional Features of Chinese Poetry Pronunciation More Controllable

Author(s): Q. Wang, K. Li, J. Zhou, X. Wang, J. Qin, C. Yu

Pages: 3191 - 3205

13) Lightweight Multi-Dilated Transformer for Image Deblurring

Author(s): Z. Zhao, Z. Tao, J. Pan

Pages: 3206 - 3217

14) Funny-Valen-Tine: Planning Solution Distribution Enhances Machine Abstract Reasoning Ability

Author(s): R. Song, B. Yuan

Pages: 3218 - 3231

15) ScaDyG: A New Paradigm for Large-Scale Dynamic Graph Learning

Author(s): X. Wu, X. Li, R. -H. Li, K. Zhao, G. Wang

Pages: 3232 - 3246

16) Implicit Illumination-Aware Representation With Cross-Modal Prefusion Alignment for Universal Multispectral Pedestrian Detection

Author(s): Y. Gong, L. Lin, Y. Luo, H. Liu, Y. Gao, J. Zhao, Z. Song, X. Hu

Pages: 3247 - 3261

17) IEGSCL: Interaction-Enhanced Graph Neural Sequence Contrastive Learning for Microscopic Diffusion Prediction

Author(s): Y. Chang, F. Xiong, S. Pan, J. Wu, L. Wang, A. Beheshti

Pages: 3262 - 3276

18) DGNMF: Dynamic Diffusion Graph Nonnegative Matrix Factorization

Author(s): C. Tian, W. Wu, L. Jiao, L. Li, X. Liu, F. Liu, W. Ma, S. Yang

Pages: 3277 - 3289

19) Multisynchronization of Delayed Coupled Neural Networks With General Activation Functions via Impulsive Control

Author(s): Y. Liu, Z. Wang, X. Huang, M. Xiao

Pages: 3290 - 3299

20) Boosting Adversarial Training With Mitigating Hard Sample Interference

Author(s): B. Hu, K. Guo, T. Qiu, S. Guo

Pages: 3300 - 3310

21) Open Set Domain Adaptation via Known Joint Distribution Matching and Unknown Classification Risk Reformulation

Author(s): S. Chen, P. Xuan, L. He

Pages: 3311 - 3324

22) Self-Supervised Koopman Operator Learning for Distributed Final Synchronization Prediction of Networked Nonlinear Dynamics

Author(s): F. Hu, H. -T. Zhang, C. Lv, J. Wang

Pages: 3325 - 3335

23) Multiphase and Multitask Prompt Tuning for LLM-Based Context-Aware Machine Translation

Author(s): X. Lyu, J. Li, D. Wei, M. Zhang, S. Tao, H. Yang, M. Zhang

Pages: 3336 - 3348

24) HarmoFGL: Harmonizing GNN Latent Factors for Federated Graph Learning

Author(s): Y. Yan, Z. Zhu, S. Zheng, H. Xu, Y. Zhao, K. He, Y. Zhao

Pages: 3349 - 3359

25) Anomaly Subgraph Detection on Multiple Associated Attributed Networks

Author(s): N. Wu, Y. Sun, Y. Zhao, W. Wang, X. Liu, J. Li

Pages: 3360 - 3374

26) Large Language Models Are Multitask Chain-of-Thought Prompting Optimizers

Author(s): F. Jin, Y. Tan

Pages: 3375 - 3384

27) Rethinking Topic Modeling With Information Bottleneck Principle

Author(s): Z. Duan, X. Hu, B. Chen, C. Wang, X. Cao, F. Meng, M. Zhou

Pages: 3385 - 3398

28) Boosting Semi-Supervised Medical Image Segmentation Through Inter-Instance Information Complementarity

Author(s): S. Wu, R. Liu, H. Wei, L. Liu, J. Wen, Q. Miao

Pages: 3399 - 3410

29) A New Neural Network PI-Funnel Distributed Control for Cooperative Manipulator With Global Prescribed Performance

Author(s): C. -H. Zhang, Z. -Y. Hu, Y. -J. Li, Y. Zhang, C. -C. Hua

Pages: 3411 - 3419

30) Enhanced Residual Tensor Norm Minimization for Multiview Subspace Clustering

Author(s): Q. Zheng

Pages: 3420 - 3434

31) GHAttack: Generative Adversarial Attacks on Heterogeneous Graph Neural Networks

Author(s): S. Li, X. Liao, H. Zhu, J. Le, L. Chu

Pages: 3435 - 3449

32) A Dynamic Neural Network-Based Control Method Using Reinforcement Learning for Nonlinear Parameter-Varying System With Application to Morphing Aircraft

Author(s): C. -X. Li, H. -N. Wu

Pages: 3450 - 3462

33) Distributed Learning for Online Stochastic Mixed Equilibrium Problems With Heavy-Tailed Noises

Author(s): H. Xu, K. Lu, Y. -L. Wang, Q. Zhu

Pages: 3463 - 3474

34) Diffusion-Augmented Graph Contrastive Learning for Knowledge-Aware Recommendation

Author(s): J. Zhang, X. Jiang, Y. Wang, S. Meng, C. Zhou

Pages: 3475 - 3487

35) Brain-Inspired Chaotic Graph Backpropagation for Combinatorial Optimization

Author(s): P. Tao, K. Aihara, L. Chen

Pages: 3488 - 3500

Computational Intelligence

Thursday, July 9, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 7, July 2026

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