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

1) Deep Learning for Video Anomaly Detection: A ReviewAuthor(s): P. Wu, C. Pan, Y. Yan, G. Pang, Q. Yan, P. Wang, Y. ZhangPages: 3010 – 3030
2) A Survey on Vision–Language–Action Models for Embodied AIAuthor(s): Y. Ma, Z. Song, Y. Zhuang, J. Hao, I. KingPages: 3031 – 3051
3) Graph Transformers: A SurveyAuthor(s): A. Shehzad, F. Xia, S. Abid, C. Peng, S. Yu, D. Zhang, K. VerspoorPages: 3052 – 3071
4) Robust Least Squares Twin Support Vector Machine With Adaptive Pinball LossAuthor(s): H. -J. Xing, S. -W. Wang, Z. -C. He, Y. -D. WangPages: 3072 – 3086
5) MotifGT-DTI: Pivotal Motif-Based Graph Transformer Model Improves Drug–Target Interaction PredictionAuthor(s): W. Tian, M. Zeng, J. Wang, C. LuPages: 3087 – 3101
6) A High-Accuracy Probabilistic-Based Sigmoid Approximator Incorporating Memory-Saving and Time-Efficient StrategiesAuthor(s): W. Lu, C. -S. Leung, F. Qin, T. Cao, W. Zhang, Y. Shi, Y. Ke, Z. ZangPages: 3102 – 3115
7) Physical Parameter Dependencies in Mechanical Reservoir Computing: Structural Analysis, Actuation, and Improved ProcessingAuthor(s): M. Austin, K. NakajimaPages: 3116 – 3130
8) HSA2M: Hierarchical Spike Aggregation Activation Map for Visual Explanations From Spiking Neural NetworksAuthor(s): M. Yang, X. Wu, M. Yu WangPages: 3131 – 3145
9) Multiagent Deep Reinforcement Learning With Evolutionary Strategy for Mobile Charging Vehicles DispatchingAuthor(s): H. Li, B. JeongPages: 3146 – 3160
10) Exploiting Scale-Variant Attention for Segmenting Small Medical ObjectsAuthor(s): W. Dai, R. Liu, Z. Wu, T. Wu, M. Wang, J. Zhou, Y. Yuan, J. LiuPages: 3161 – 3175
11) Accurate and Robust Neural Architecture Search via a Flexible SupernetAuthor(s): Y. Feng, Y. Ou, Y. SunPages: 3176 – 3190
12) CPFformer: A Hierarchical-Based Graph Modeling Fusion Framework for Making the Emotional Features of Chinese Poetry Pronunciation More ControllableAuthor(s): Q. Wang, K. Li, J. Zhou, X. Wang, J. Qin, C. YuPages: 3191 – 3205
13) Lightweight Multi-Dilated Transformer for Image DeblurringAuthor(s): Z. Zhao, Z. Tao, J. PanPages: 3206 – 3217
14) Funny-Valen-Tine: Planning Solution Distribution Enhances Machine Abstract Reasoning AbilityAuthor(s): R. Song, B. YuanPages: 3218 – 3231
15) ScaDyG: A New Paradigm for Large-Scale Dynamic Graph LearningAuthor(s): X. Wu, X. Li, R. -H. Li, K. Zhao, G. WangPages: 3232 – 3246
16) Implicit Illumination-Aware Representation With Cross-Modal Prefusion Alignment for Universal Multispectral Pedestrian DetectionAuthor(s): Y. Gong, L. Lin, Y. Luo, H. Liu, Y. Gao, J. Zhao, Z. Song, X. HuPages: 3247 – 3261
17) IEGSCL: Interaction-Enhanced Graph Neural Sequence Contrastive Learning for Microscopic Diffusion PredictionAuthor(s): Y. Chang, F. Xiong, S. Pan, J. Wu, L. Wang, A. BeheshtiPages: 3262 – 3276
18) DGNMF: Dynamic Diffusion Graph Nonnegative Matrix FactorizationAuthor(s): C. Tian, W. Wu, L. Jiao, L. Li, X. Liu, F. Liu, W. Ma, S. YangPages: 3277 – 3289
19) Multisynchronization of Delayed Coupled Neural Networks With General Activation Functions via Impulsive ControlAuthor(s): Y. Liu, Z. Wang, X. Huang, M. XiaoPages: 3290 – 3299
20) Boosting Adversarial Training With Mitigating Hard Sample InterferenceAuthor(s): B. Hu, K. Guo, T. Qiu, S. GuoPages: 3300 – 3310
21) Open Set Domain Adaptation via Known Joint Distribution Matching and Unknown Classification Risk ReformulationAuthor(s): S. Chen, P. Xuan, L. HePages: 3311 – 3324
22) Self-Supervised Koopman Operator Learning for Distributed Final Synchronization Prediction of Networked Nonlinear DynamicsAuthor(s): F. Hu, H. -T. Zhang, C. Lv, J. WangPages: 3325 – 3335
23) Multiphase and Multitask Prompt Tuning for LLM-Based Context-Aware Machine TranslationAuthor(s): X. Lyu, J. Li, D. Wei, M. Zhang, S. Tao, H. Yang, M. ZhangPages: 3336 – 3348
24) HarmoFGL: Harmonizing GNN Latent Factors for Federated Graph LearningAuthor(s): Y. Yan, Z. Zhu, S. Zheng, H. Xu, Y. Zhao, K. He, Y. ZhaoPages: 3349 – 3359
25) Anomaly Subgraph Detection on Multiple Associated Attributed NetworksAuthor(s): N. Wu, Y. Sun, Y. Zhao, W. Wang, X. Liu, J. LiPages: 3360 – 3374
26) Large Language Models Are Multitask Chain-of-Thought Prompting OptimizersAuthor(s): F. Jin, Y. TanPages: 3375 – 3384
27) Rethinking Topic Modeling With Information Bottleneck PrincipleAuthor(s): Z. Duan, X. Hu, B. Chen, C. Wang, X. Cao, F. Meng, M. ZhouPages: 3385 – 3398
28) Boosting Semi-Supervised Medical Image Segmentation Through Inter-Instance Information ComplementarityAuthor(s): S. Wu, R. Liu, H. Wei, L. Liu, J. Wen, Q. MiaoPages: 3399 – 3410
29) A New Neural Network PI-Funnel Distributed Control for Cooperative Manipulator With Global Prescribed PerformanceAuthor(s): C. -H. Zhang, Z. -Y. Hu, Y. -J. Li, Y. Zhang, C. -C. HuaPages: 3411 – 3419
30) Enhanced Residual Tensor Norm Minimization for Multiview Subspace ClusteringAuthor(s): Q. ZhengPages: 3420 – 3434
31) GHAttack: Generative Adversarial Attacks on Heterogeneous Graph Neural NetworksAuthor(s): S. Li, X. Liao, H. Zhu, J. Le, L. ChuPages: 3435 – 3449
32) A Dynamic Neural Network-Based Control Method Using Reinforcement Learning for Nonlinear Parameter-Varying System With Application to Morphing AircraftAuthor(s): C. -X. Li, H. -N. WuPages: 3450 – 3462
33) Distributed Learning for Online Stochastic Mixed Equilibrium Problems With Heavy-Tailed NoisesAuthor(s): H. Xu, K. Lu, Y. -L. Wang, Q. ZhuPages: 3463 – 3474
34) Diffusion-Augmented Graph Contrastive Learning for Knowledge-Aware RecommendationAuthor(s): J. Zhang, X. Jiang, Y. Wang, S. Meng, C. ZhouPages: 3475 – 3487
35) Brain-Inspired Chaotic Graph Backpropagation for Combinatorial OptimizationAuthor(s): P. Tao, K. Aihara, L. ChenPages: 3488 – 3500