IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 5, May 2026

1) Deep Model Fusion: A SurveyAuthor(s): W. Li, Y. Peng, M. Zhang, L. Ding, H. Hu, L. ShenPages: 2008 – 2024
2) Survey on Efficient Large Language Models: Principles, Algorithms, Applications, and Open IssuesAuthor(s): J. Cheng, H. Kang, Y. Shao, N. Li, P. Chen, R. Wang, S. Long, X. Yang, L. MaPages: 2025 – 2045
3) A Systematic Review of Skeleton-Based Action Recognition: Methods, Challenges, and Future DirectionsAuthor(s): Y. Liu, R. Liu, Y. Hu, M. Wu, W. Xin, Q. Miao, S. Wu, L. LiPages: 2046 – 2065
4) Knowledge Graph Reasoning Based on Information Enhancement and Subgraph AlignmentAuthor(s): M. Li, K. Liang, Y. Lai, X. LiuPages: 2066 – 2078
5) Alzheimer’s Disease Risk Prediction and Pathogeny Extraction Using Fuzzy Graph Evolutionary Generative Adversarial NetworkAuthor(s): X. -A. Bi, D. Chen, J. Wang, W. Chen, L. Xu, Y. Huang, B. Lei, X. YiPages: 2079 – 2093
6) Bamboo: A Novel Session-Aware Framework With Equiangular Tight Frame Prototypes for Few-Shot Class-Incremental LearningAuthor(s): X. Lu, Z. Wang, Z. Fu, X. Xu, Q. Zhang, T. Xiao, W. DuPages: 2094 – 2106
7) Fuzzy Logic-Enhanced Neuroadaptive Fault-Tolerant Control for Vehicular Platoons With Stochastic Disturbances and Asymmetric Spacing ConstraintsAuthor(s): Y. Wen, X. Chen, X. Xu, A. Zhang, Y. LiPages: 2107 – 2120
8) DCTC-Net: Dual-Branch Cross-Fusion Transformer–CNN Architecture for Medical Image SegmentationAuthor(s): R. SunPages: 2121 – 2135
9) Learning Robust Discriminant Projections via Double Capped Lp-Norm Distance Metrics With “Min” ConstraintsAuthor(s): J. Yang, X. Chen, Z. Zhang, L. Fu, Q. YePages: 2136 – 2150
10) HET: An Efficient High-Frequency Enhancement Transformer for Specific Emitter IdentificationAuthor(s): L. Zhai, Z. Chang, S. Yang, Z. Feng, S. MuPages: 2151 – 2165
11) Prediction of IDH and 1p/19q Status in Gliomas Based on Dual Structural Feature Exploration and Alignment NetworkAuthor(s): W. Xiong, J. Cao, T. An, S. Liu, Z. Luo, W. Wang, T. Xie, Q. Feng, M. HuangPages: 2166 – 2180
12) Reservoir Kernels and Volterra SeriesAuthor(s): L. Gonon, L. Grigoryeva, J. -P. OrtegaPages: 2181 – 2192
13) Spectral-Guided Multiscale Feature-Aware Transformer for Hyperspectral Image ClassificationAuthor(s): Z. Shu, K. Zeng, Y. Wang, S. Tang, Z. Yu, L. XiaoPages: 2193 – 2207
14) Sparse Bayesian Broad Learning System via Adaptive Lasso Priors for Robust RegressionAuthor(s): T. Chen, L. Wang, C. L. Philip ChenPages: 2208 – 2222
15) D2Vformer: A Flexible Time-Series Prediction Model Based on Time-Position EmbeddingAuthor(s): X. Song, H. Wang, L. Deng, D. Wang, H. Qiu, Y. He, W. Cao, C. -S. LeungPages: 2223 – 2234
16) A Multilayer Spatiotemporal Correlation-Aware Graph Attention Network for Traffic Flow PredictionAuthor(s): J. Liu, Y. Wang, J. Zhu, W. Bai, H. Zhang, L. Zuo, T. Zhou, K. LiPages: 2235 – 2249
17) Toward Better De-Raining Generalization via Rainy Characteristics Memorization and ReplayAuthor(s): K. Wang, X. Fu, C. Cao, C. Ge, W. Zhai, Z. -J. ZhaPages: 2250 – 2264
18) Spatiotemporal Dynamics Modeling of Brain Activity for Human–Robot Cognitive Interaction: A Distributed-Lumped Parameter System FrameworkAuthor(s): J. Zhang, L. Zhang, F. Mu, Z. Huang, C. Zou, R. Huang, C. Wang, H. ChengPages: 2265 – 2279
19) Butterfly Residual Network: A Hybrid Approach With Spectral Transformers and Depth-Wise Convolutions for Hyperspectral Image Super-ResolutionAuthor(s): Y. Yang, Y. Wang, X. Xu, E. ZhaoPages: 2280 – 2293
20) Genetic Algorithm-Based Two-Step Optimization for Precise Latent Factor AnalysisAuthor(s): C. Lyu, J. Cheng, X. Luo, Y. ShiPages: 2294 – 2306
21) Context-Aware Learning and Pattern Decomposition for Temporal Knowledge Graph ReasoningAuthor(s): L. Liao, L. Zheng, J. Shang, X. Li, J. Zhong, K. Wei, Y. TangPages: 2307 – 2320
22) Leader-Based Multiexpert Neural Network for High-Level Visual TasksAuthor(s): F. Zuo, J. Liu, Z. Chen, X. Shen, L. Wang, Z. WenPages: 2321 – 2334
23) Graph Probabilistic Pooling: From Bernoulli to Poisson DistributionAuthor(s): G. Liu, Y. Lei, M. Sun, T. Zhang, X. Wang, C. Zhou, C. Long, Z. CuiPages: 2335 – 2346
24) Robust Physics-Based Deep MRI Reconstruction via Diffusion PurificationAuthor(s): I. R. Alkhouri, S. Liang, R. Wang, Q. Qu, S. RavishankarPages: 2347 – 2361
25) Multirate Industrial Process Forecasting With Hybrid Deep Learning and Adaptive FilteringAuthor(s): X. Han, W. Yu, Y. Jia, T. ChaiPages: 2362 – 2376
26) Accurate Protein–Protein Interaction Prediction: Based on Multiview Heterogeneous Graph Autoencoders and Random MaskingAuthor(s): S. Chen, Z. Tang, L. You, C. Yu-Chian ChenPages: 2377 – 2390
27) Universal Set of Observables for Forecasting Physical Systems Through Causal EmbeddingAuthor(s): G. Manjunath, A. de Clercq, M. J. SteynbergPages: 2391 – 2399
28) Predicting What Matters: Training AI Models for Better DecisionsAuthor(s): A. S. Anand, S. Sawant, D. Peter Reinhardt, S. GrosPages: 2400 – 2413
29) General Network Learning Rules Based on DNA Strand Displacement for Thyroid Disease PredictionAuthor(s): J. Sun, J. Li, Y. Wang, Y. WangPages: 2414 – 2427
30) Optimal-Flip-Based Segmented Reinforcement Learning for Detectability Synthesis of Probabilistic Boolean NetworksAuthor(s): Z. Zhang, C. Bian, C. Xia, Z. ChenPages: 2428 – 2440
31) Spatiotemporal Topology-Informed Multiagent Reinforcement Learning Framework for Structured Multiprocess Collaborative OptimizationAuthor(s): D. Liu, Y. Wang, C. Liu, B. Luo, B. HuangPages: 2441 – 2455
32) A Simple Unified Uncertainty-Guided Framework for Offline-to-Online Reinforcement LearningAuthor(s): S. Guo, Y. Sun, J. Hu, S. Huang, H. Chen, H. Piao, L. Sun, Y. ChangPages: 2456 – 2468
33) Contrastive Learning-Driven Fake News Detection: Preserving Semantics, Unveiling DistortionsAuthor(s): Y. Yan, P. Zheng, Y. WangPages: 2469 – 2481
34) Reinforcement Active Modeling for Flexible Needle Shape Prediction in Multilayer TissuesAuthor(s): F. Ren, X. Wang, Y. Fang, N. Yu, J. HanPages: 2482 – 2496
35) Adaptive Optimal Prescribed Performance Tracking Solutions for Multiplayer Systems With Error ConstraintsAuthor(s): Y. Lv, H. Chang, J. Zhao, Y. TianPages: 2497 – 2503
36) Corrections to “Learning From M-Tuple One-vs-All Confidence Comparison Data”Author(s): J. Qin, J. Li, C. Hua, Y. YangPages: 2504 – 2504