IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 10, October 2026

1) Quantum Convolutional Neural Networks: A Survey on Architectures, Applications, and Future Directions

Author(s): R. Rahman, D. C. Nguyen

Pages: 4915 – 4934

2) Topology-Preserving Deep Hashing for Ultrafast Drone-Dominated Object Detection

Author(s): L. Zhang, G. Wang, Z. Wang, L. Shao

Pages: 4935 – 4945

3) Event-Based Adaptive Consensus Control of Multiple Flexible Manipulator Systems With Input-Output Constraints

Author(s): W. Zhao, X. Yao

Pages: 4946 – 4955

4) End-to-End Image Compression With Segmentation Guided Dual Coding for Wind Turbines

Author(s): R. Pérez-Gonzalo, A. Espersen, S. Forchhammer, A. Agudo

Pages: 4956 – 4970

5) MID: A Self-Supervised Multimodal Iterative Denoising Framework

Author(s): C. Nie, T. Deng, Z. Liu, H. Wang

Pages: 4971 – 4985

6) Multiscale Convolutional Stochastic Configuration Network Soft Sensor Modeling Method

Author(s): A. Yan, C. Yang

Pages: 4986 – 4997

7) Harnessing Knowledge From Pretrained VLMs for Unsupervised Person Search

Author(s): Y. Tian, S. Zhang, D. Chen, J. Yang

Pages: 4998 – 5009

8) XAI-Exit: Interpretability-Driven Dynamic Early Exits for Efficient and Transparent DNN Inference

Author(s): H. Rahmath P, A. Abraham, K. Chaurasia

Pages: 5010 – 5021

9) Actor–Critic-Based Prescribed Performance Optimal Control for Flexible-Joint Robots With Input Delay

Author(s): H. Ma, L. Zhu, Q. Zhou, H. Li, Y. Lei

Pages: 5022 – 5032

10) Approximate Optimal Control for Morphing Aircraft via Attention Meta-Learning and Continual Learning

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

Pages: 5033 – 5047

11) An End-to-End Signal-Level Framework for Multifunction Radar Working Mode Recognition

Author(s): Y. Liu, G. Cui, M. Wang, X. Yu, L. Kong

Pages: 5048 – 5062

12) Spectral–Spatial–Temporal Kolmogorov–Arnold Network for Hyperspectral Change Detection

Author(s): P. Duan, W. Wang, X. Kang, S. Li

Pages: 5063 – 5074

13) Multiscale Graph Redefining: Correlation-Based Multiscale Graph Clustering Network for Human Motion Prediction

Author(s): J. Zhong, J. Shi, W. Cao

Pages: 5075 – 5089

14) A Dual-Network Framework With Adversarial GMM Augmentation and Frequency-Mamba Fusion for Hyperspectral Target Detection

Author(s): Z. Yang, M. Zhang, J. Wang, Y. Gao, W. Liao, W. Li

Pages: 5090 – 5104

15) Reinforcement Learning-Based Cooperative Control for Nonlinear Multiagent System With State and Control Input Constraints and Guaranteed Convergence Performance

Author(s): Z. Cui, G. Chen

Pages: 5105 – 5118

16) Graph Rotation Network: Equivariant Graph Neural Network for Efficient Inverse Design in 4-D Printing

Author(s): Y. Wang, M. Tang, S. Gao, Z. Chen, N. Liu, Y. Zhang, X. Yue, T. Yue, Y. Yu, C. Wang, S. Xie, W. J. Li

Pages: 5119 – 5133

17) MoFTSS: Motion Generation With Frequency and Text State Space Models

Author(s): C. Li, X. Shu, Q. Cui, H. Xia, Y. Yao, J. Tang

Pages: 5134 – 5148

18) EMM-Det: Energy-Efficient Multidrone Tiny Object Detection by Memory-Enhanced Spiking Neural Networks

Author(s): Z. Cai, H. Luo, T. Liu, Y. Xia, L. Zhang, P. Li, L. Wang

Pages: 5149 – 5163

19) TS-Binaural: Visually Guided Binaural Audio Generation by Temporal–Spatial Dynamic Analysis

Author(s): S. Liu, H. Cheng, Z. Lian, L. Ye, Q. Zhang

Pages: 5164 – 5178

20) Attribute–Topology Cross-Frequency Aligned Graph Neural Networks for Homophilic and Heterophilic Graphs in Node Classification

Author(s): Y. Yang, Y. Sun, J. Guo, J. Wang, S. Wang, J. Gao, F. Ju, B. Yin

Pages: 5179 – 5192

21) A Deep Neural Network Optimization Framework Based on Optimal Transport Bridge Feature Selection and Sparse Representation

Author(s): G. Lan, S. Xiao, J. Wen, J. Yang, W. Lu, B. Li, Q. Meng, X. Gao

Pages: 5193 – 5206

22) Improving the Offline Dataset on Offline Reinforcement Learning

Author(s): H. Zhang, G. Chen

Pages: 5207 – 5219

23) CLIP Graph Adaptor: A Dual-Graph Adapted Visual–Language Model for Weakly Supervised Semantic Segmentation

Author(s): J. Zhang, B. Peng, X. Wu, C. He

Pages: 5220 – 5233

24) Explainable Multihop Social Link Prediction Based on Temporal Logical Rules in Dynamic Social Networks

Author(s): W. Jia, R. Ma, L. Yan, W. Niu, Z. Ma

Pages: 5234 – 5247

25) Large-Scale Crowd Counting by Hierarchical Context Guided Aggregation Network

Author(s): X. Gao, J. Xie, L. Lyu

Pages: 5248 – 5258

26) MHGNN: Multiplex Hypergraph Neural Networks for Predicting Herb–Symptom Interactions

Author(s): X. Liang, T. Lin, B. Xie, Y. Tang, W. Wang

Pages: 5259 – 5270

27) GBFRS: Robust Fuzzy Rough Sets via Granular Ball Computing

Author(s): X. Lian, S. Xia, B. Sang, G. Wang, X. Gao

Pages: 5271 – 5285

28) Multimodal Sentiment Analysis Based on Dynamic Language Enhancement and Synergistic Cross-Modal Transformer

Author(s): L. Cai, D. Liu, L. Liu, R. Mou

Pages: 5286 – 5299

29) FLASH: Energy-Efficient FPGA Acceleration via Linear Approximation and Streamlined Two-Stage Pipeline Architectures for Quantized CNN–Transformer Hybrid Networks

Author(s): N. J. Kim, B. J. Kang, H. I. Lee, S. Yoon, Y. Kim, S. Han, S. -B. Ko, H. Kim

Pages: 5300 – 5313

30) Neural Architecture Search With Spatial–Spectral Attention for Higher-Order Nonlinear Hyperspectral Unmixing

Author(s): C. Cao, J. Hu, Y. Wang, B. Xu, F. Xiao, X. Gao

Pages: 5314 – 5328

31) Systematic Abductive Reasoning via Diverse Relation Representations in Vector-Symbolic Architecture

Author(s): Z. -H. Sun, R. -Y. Zhang, Z. Zhen, D. -H. Wang, Y. -J. Li, X. Wan, H. You

Pages: 5329 – 5343

32) Dual-Path Conditional Diffusion Model With Attribute Consistency for Zero-Shot Fault Diagnosis

Author(s): W. Liao, L. Wu, S. Xu, S. Fujimura

Pages: 5344 – 5358

33) Causal Counterfactual Inference Network for Video Object State Changes in Open-World Scenarios

Author(s): Z. Wang, S. Huang, M. Li, Y. Jiao

Pages: 5359 – 5368

34) Implicit Demonstration Augmentation for Robust and Stable In-Context Learning

Author(s): X. Zhou, Z. Lee, R. Xie, L. Zou, W. Ye, S. Zhang

Pages: 5369 – 5383

35) Deep Reinforcement Learning-Based Optimization of Identical-Dual-Band Filters

Author(s): E. Adibnia

Pages: 5384 – 5392

36) GLRT-Based Deep Metric Learning for Robust Remote Sensing Object Retrieval

Author(s): L. Zhang, X. Wang, Z. Jiang, Y. Liu, Y. -Q. Mao, X. Sun, G. Li, Y. He

Pages: 5393 – 5406

37) Generative Learning Imaging Framework for Millimeter Wave Synthetic Aperture Radar

Author(s): M. Wang, Y. Hu, H. Zhang, X. Cai, J. Chen, S. Wei, J. Shi, G. Cui, L. Kong, Y. Guo

Pages: 5407 – 5421

38) FedSKD: Aggregation-Free Model-Heterogeneous Federated Learning via Multidimensional Similarity Knowledge Distillation for Medical Image Classification

Author(s): Z. Weng, W. Cai, B. Zhou

Pages: 5422 – 5436

39) A Fully Data-Driven Value Iteration for Stochastic LQR: Convergence, Robustness, and Stability

Author(s): L. Cui, Z. -P. Jiang, P. N. Kolm, G. G. Macqueron

Pages: 5437 – 5446

40) Coarse-to-Fine Fusion: Customized Multiview Contrast Reinforcement Learning for Graph Clustering

Author(s): W. Zhang, X. Zhu, W. Wang, J. Ren, R. Shang, L. Jiao

Pages: 5447 – 5461

41) Human–Machine Co-Adaptation for Robot-Assisted Rehabilitation via Dual-Agent Multiple Model Reinforcement Learning (DAMMRL)

Author(s): Y. An, Y. Li, H. Wang, R. Duffield, S. W. Su

Pages: 5462 – 5476

42) Spatial Meta-Learning-Based Representation for Unseen Geographic Entities

Author(s): S. Li, Z. Xu, R. Chen, J. Zhu, Y. Ye, S. Zhou, H. Yao

Pages: 5477 – 5489

43) Forgettable Federated Linear Learning With Certified Data Unlearning

Author(s): R. Jin, M. Chen, Q. Zhang, X. Li

Pages: 5490 – 5499

44) Disentangled Generative Graph Representation Learning

Author(s): X. Hu, Z. Duan, X. Liu, Y. Li, B. Chen, C. Wang, Y. He, H. Liu, X. Cao, M. Zhou

Pages: 5500 – 5514

45) S2FS: Spatially-Aware Separability-Driven Feature Selection in Fuzzy Decision Systems

Author(s): S. Xu, C. Dai, Y. Liu, L. Shang, X. Yang, W. Pedrycz

Pages: 5515 – 5529

46) Computing Node Failure Prediction Based on Continuous-Time Dynamic Graph

Author(s): B. Huang, T. Bao, F. Chen, L. Wang, X. Huang, Y. Yin, X. Shi, S. Wang, S. Deng

Pages: 5530 – 5544

47) ToFe: Lagged Token Freezing and Reusing for Efficient Vision Transformer Inference

Author(s): H. Zhang, J. Zhang, C. Hu, S. Guo

Pages: 5545 – 5558

48) A Joint Learning Framework for Document-Level Event Extraction

Author(s): B. Jiang, S. Zhu, J. Wu, Y. Liu

Pages: 5559 – 5568

49) Point Cloud Video Modeling With Progressive Prior Knowledge Guidance and Adaptive Neighboring Aggregation

Author(s): J. Yan, H. Ge, M. Cui, C. Wu, M. Zhao

Pages: 5569 – 5583

50) Input-to-State Safety for Reinforcement Learning

Author(s): M. S. Jha, S. Marthi, K. G. Vamvoudakis, S. Kanso, D. Theilliol

Pages: 5584 – 5598

51) Infrared and Visible Image Fusion With Language-Driven Loss and Knowledge Distillation

Author(s): Y. Wang, L. Miao, Z. Zhou, L. Zhang, Y. Qiao

Pages: 5599 – 5613

52) Dual-Domain Multipath Self-Supervised Diffusion Model for Accelerated MRI Reconstruction

Author(s): Y. Zhang, J. Hao, B. Zhou

Pages: 5614 – 5626

53) Scalable and Efficient Deep Reinforcement Learning-Based Model Checker for Computation Tree Logic

Author(s): G. Alwhishi, J. Bentahar, A. Andam, A. Elwhishi, M. Hedabou

Pages: 5627 – 5641

54) Monte Carlo Marginalization: A Differentiable Method to Learn High-Dimensional Distributions

Author(s): C. Zhao, G. Dong, A. Basu

Pages: 5642 – 5656

55) Motif-Based Hypergraph Representation Learning: Transductive and Inductive Inference for Gene Regulatory Networks

Author(s): S. Wu, M. Tang, T. Zi, L. Liu, S. Qiao, G. Ding, W. Gao

Pages: 5657 – 5671

56) Distributed Inertial k-Winners-Take-All Neural Network Based on Quadratic Optimization Problems

Author(s): X. Bo, S. Zhu, Z. Zhang, W. Luo, S. Wen, C. Mu

Pages: 5672 – 5684

57) Adaptive Prototype-Guided Personalized Propagation for Heterophilic Graphs With Missing Data

Author(s): M. Li, W. Xing, Z. Zang, B. Li, C. Zhang, Y. Zhang, J. Chen, R. Zhang, Y. Li, C. Hu, X. Ma, Z. Zheng

Pages: 5685 – 5699

58) SALMON: Self-Adaptive Learning Model on Neuromorphic Hardware

Author(s): Y. W. Cho, S. Lee, S. Kim

Pages: 5700 – 5711

59) Fourier-Net+: Band-Limited Spatial Representation for Efficient Medical Image Registration

Author(s): X. Jia, A. Thorley, A. Gomez, W. Lu, D. Kotecha, A. F. Frangi, J. Duan

Pages: 5712 – 5726

60) Modality-Mix Learning: Promoting Multimodal Learning Through Multilabel Objective

Author(s): N. Lu, Z. Tan, Z. Han, S. Zhu

Pages: 5727 – 5741

61) Node Classification in GNNs: Impact of Neighborhood Label Distribution on Homophily and Heterophily

Author(s): Z. Zhao, L. Wan, X. Liu, R. Yan, S. Wang

Pages: 5742 – 5756

62) Human-Like Multimodal Fake News Detection via Reflective Summarization and Large–Small Model Collaboration

Author(s): B. Wang, Y. Gao, T. Liu, J. Gao, G. Wu, Y. Hu, B. Yin

Pages: 5757 – 5771

63) STFO-Diff: A State Feedback Optimization-Based Diffusion Framework for Multimodal Medical Image Fusion

Author(s): Y. Cheng, H. Zhang, Y. Dong, M. Han, X. Quan

Pages: 5772 – 5786

64) A Contrastive Free Energy-Enhanced Transformer Framework for Efficient Reinforcement Learning

Author(s): Y. Pan, J. Lei, D. Ran, P. Yi

Pages: 5787 – 5801

65) Beyond Euclidean Tokens: Hyperbolic Structure-Aware Mapping for Dual-Task Scene Parsing With Only Minimal Trainable Parameters

Author(s): J. Liu, D. Yang, T. Feng

Pages: 5802 – 5816