IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 11, November 2026

1) A Survey on Human-Centric Voice--Face Multimodal Learning

Author(s): W. Chen, K. Xu, Q. Song, Y. Sun, X. Liu, X. Li, Y. Dou, H. Wang

Pages: 5819 - 5839

2) Stability of Time-Varying Impulsive Systems With State-Dependent Delay and Its Application in Complex Networks

Author(s): W. Liu, X. Li

Pages: 5840 - 5848

3) Geometry-Aware Line Graph Transformer Pretraining for Molecular Property Prediction

Author(s): P. Bai, X. Liu, W. Fan, T. Jiang, W. K. Cheung, H. Lu

Pages: 5849 - 5863

4) Sliding Integral Neural Network Driven Robust Solution for Time-Varying Quadratic Programming

Author(s): Y. Si, Z. Li, K. Zhao, H. Huang, D. Fu

Pages: 5864 - 5876

5) Heterogeneous Demand-Aware Multi-Agent Communication Based on Role Representation

Author(s): D. Huo, H. Zhang, Y. Hao, Y. Ye, J. Lian, H. Liu, R. Wang, L. Hu, M. Chen

Pages: 5877 - 5888

6) A Real-Time Offset-Free Neural Network MPC Framework for Aeroengine Control on Embedded Systems

Author(s): W. -T. Li, S. -X. Wen, X. -F. Wang, W. -Z. Meng, X. -M. Sun

Pages: 5889 - 5899

7) Attention-Guided and Role-Aware Reinforcement Learning for Multi-AUV Counter-Game

Author(s): W. Gan, K. Guo, L. Qiao

Pages: 5900 - 5914

8) HypBench: Hyperbolic Benchmark for Graph Neural Network Performance

Author(s): R. Aliakbarisani, R. Jankowski, M. Á. Serrano, M. Boguñá

Pages: 5915 - 5928

9) Toward Privacy Preservation in Federated Learning: A Framework Integrating Client-Side Shuffling and Model Compression

Author(s): J. Li, R. Xiao, L. Yu, K. Zhang, J. Ning

Pages: 5929 - 5943

10) Intrinsic Value-Aligned Policy Optimization for Offline-to-Online Reinforcement Learning

Author(s): T. Liu, X. Xu, X. Xie, Y. Lan, T. Tang, Z. Ding

Pages: 5944 - 5958

11) HAD: Hierarchical Asymmetric Distillation to Bridge Spatio-Temporal Gaps in Event-Based Object Tracking

Author(s): Y. Deng, X. Zhong, W. Liu, Z. Yu, J. Yuan, T. Huang

Pages: 5959 - 5972

12) Learning Dual Transformers for All-in-One Image Restoration From a Frequency Perspective

Author(s): J. Chu, T. Su, P. Liu, Y. Wu, L. Zhang, Z. Shi, M. Wang

Pages: 5973 - 5987

13) Contaminative Data-Driven Koopman Resilient Distributed Filtering for Unknown Stochastic Nonlinear Systems

Author(s): X. Zheng, Z. Sun, X. Yang, H. Yan

Pages: 5988 - 5998

14) Hierarchical Semantic Concept Modeling for Generalizable Myocardial Pathology Segmentation on Multisequence CMR Images

Author(s): J. Dong, L. Li, L. Huang, L. Pan, F. Cheng, W. Ding, X. Zhuang

Pages: 5999 - 6013

15) Without Paired Labeled Data: End-to-End Self-Supervised Learning for Drone-View Geo-Localization

Author(s): Z. Chen, Z. -X. Yang, H. -J. Rong, G. Li

Pages: 6014 - 6028

16) DOGT: Double-Order Graph Transformers With Adaptive Node-Group Learning

Author(s): Y. Zhang, X. Sheng, M. Liu, R. Zhao, X. Shang

Pages: 6029 - 6043

17) Self-Supervised Continuous Dynamic Graph Representation Learning via Hawkes Processes

Author(s): R. Liu, R. Yin, X. Zhou, X. Hao, J. Li, J. Zhong, C. Ma, W. Wang

Pages: 6044 - 6054

18) A Method for Data Augmentation in Vertical Federated Learning Addressing Data Heterogeneity

Author(s): Y. Xiao, T. Lv, D. Zhao, W. Zhao, T. Li, R. Wang, G. Wang

Pages: 6055 - 6069

19) Recovering Reward Functions From Distributed Expert Demonstrations via Bi-Level Maximum-Likelihood Optimization

Author(s): G. Jiang, S. Hong, M. Imani, N. D. Bastian, T. Lan

Pages: 6070 - 6084

20) ConvShareViT: A Vision Transformer-Like Architecture for Free-Space Optical Accelerators

Author(s): R. Ibadulla, T. M. Chen, C. C. Reyes-Aldasoro

Pages: 6085 - 6099

21) Physically Guided Diffusion Framework With Neural Information Bottleneck Regulation for Robust Small Object Detection

Author(s): Y. Zhou, S. Tan, W. Li, Y. Qin

Pages: 6100 - 6113

22) Vision-Assisted Foundation Model for Solving Multitask Vehicle Routing Problems

Author(s): S. Gui, Z. Cao, W. Song, Y. -S. Ong

Pages: 6114 - 6128

23) An Accelerated Augmented Gradient Neural Network for Constrained Time-Varying Nonlinear Optimization

Author(s): J. Wang, H. Huang, K. Deng, Z. Zeng

Pages: 6129 - 6139

24) An Uncertainty-Aware Ensemble Approach to Modeling Utility of Pseudolabels for Semisupervised Learning

Author(s): J. Wu, J. Pang, Q. Huang

Pages: 6140 - 6150

25) Data-Driven Output Feedback Control for Unknown Piecewise Affine Systems

Author(s): K. Hu, T. Liu

Pages: 6151 - 6165

26) Efficient Image Debiased Contrastive Clustering

Author(s): H. Jia, J. Chen, Q. Mao, Q. Wang, Q. Lu, G. Long, D. Wu

Pages: 6166 - 6180

27) MoADL-TLSTM: Multiobjective Automated Deep Learning-Based Transformer-LSTM for Load Forecasting

Author(s): K. -D. Lu, B. -X. Zhang, Y. Xu, Y. Shen, Z. -G. Wu

Pages: 6181 - 6193

28) Hybrid Transfer Active Learning for Multistream Processes With Within-Process and Cross-Process Correlation Modeling and Online Updating

Author(s): Z. Hu, C. Wang

Pages: 6194 - 6206

29) RoCA: Robust Contrastive One-Class Time Series Anomaly Detection With Contaminated Data

Author(s): X. Mou, R. Wang, B. Li, T. Wo, J. Sun, H. Wang, X. Liu

Pages: 6207 - 6221

30) Dynamic-n-Static Multiplex Graph Representation Learning for Improved Link Prediction

Author(s): J. Yu, M. Ding, W. Sun

Pages: 6222 - 6235

31) Collaborative Hyperparameter Recommendation by Coupled Matrix Factorization With Kernel

Author(s): L. Deng, M. Xiao

Pages: 6236 - 6249

32) Learning-Based Statistical Refinement for Denoising

Author(s): R. Ke

Pages: 6250 - 6262

33) Learning External Point-Set Context for Point Cloud Segmentation

Author(s): J. Peng, H. Dong, X. Wang, D. Lin, H. Chen, R. Liu, Q. Chen, Y. Wu, H. Lu, Q. Guo, Y. Wang, L. Liang, W. Xie, M. Wang, P. Li

Pages: 6263 - 6277

34) WiCount-DASL: Domain-Adversarial Semisupervised Learning for Wi-Fi-Based Stationary Crowd Counting

Author(s): H. Wang, I. W. -H. Ho

Pages: 6278 - 6290

35) Spatiotemporal Context-Aware Prompting With Low-Rank Dynamic Routing for Exemplar-Free Video Class-Incremental Learning

Author(s): K. Wu, B. Peng, D. Zhai

Pages: 6291 - 6301

36) Multi-View Clustering With Hybrid-Order Similarity Learning

Author(s): D. Huang, S. -Y. Liu, H. Wang

Pages: 6302 - 6313

37) Toward Fair Federated Graph Learning

Author(s): Z. Wu, B. Pang, X. Li, Y. Zhu, D. Su, B. Fan, R. -H. Li, G. Wang, C. Zhou

Pages: 6314 - 6328

38) Enhancing Generative Models for Modality Imputation of 3-D MRIs via Consistency-Aware Refinement and Super-Resolution Guidance

Author(s): Z. Song, X. Wang, H. Xiong, M. Liu, M. Fei, X. Zhao, Z. Shen, S. Wang, D. Chen, L. Yao, Q. Wang, L. Zhang

Pages: 6329 - 6343

39) MALFM-Captioner: A Multipath Alignment Learning for Image Captioning With Feature Mask

Author(s): X. Yang, B. Song, Y. Dong, W. Sun, T. Sun, S. Zheng, Z. Hou

Pages: 6344 - 6356

40) Why Empirical Risk Minimization Performs Well for Open Set Domain Adaptation: A Theoretical Analysis From Causal View

Author(s): H. Du, Y. Liu, C. Feng, G. Liu, C. Yang, G. Kou

Pages: 6357 - 6367

41) MGA-CLIP: A Multigranularity Attribution Framework for Cross-Modal Explainability in CLIP

Author(s): X. Cheng, T. Zhou, S. Yin, H. Zhang, W. Xiong, W. Ding

Pages: 6368 - 6382

42) Adaptive Graph-Guided Feature Decomposition for Unsupervised Multiview Feature Selection

Author(s): A. Yuan, H. Lv, J. Hu, M. You

Pages: 6383 - 6397

43) RL-FM: Reinforcement Learning-Driven Flow Matching for Multimodal Remote Sensing Image Classification

Author(s): W. Zhang, H. Tao, Z. Wang, X. Wang, Y. Cheng

Pages: 6398 - 6411

44) Flexible Prescribed-Time Optimal Control With Adaptive State--Input Constraint Bounds via Actor--Critic Learning

Author(s): J. Tan, S. Xue, H. Cao, B. Chen

Pages: 6412 - 6425

45) Learning Manipulation Features for Quantitative Assessment and Skill-Level Classification in Robot-Assisted Intervention: In Vivo Rabbit Studies

Author(s): S. Wei, Z. Wu, J. Luo, Y. Gao, Z. Geng, S. Gu, J. Zhang

Pages: 6426 - 6439

46) Differentiable Clustering Graph Convolutional Network for Hyperspectral Unmixing: Methodology and Benchmark

Author(s): M. Xu, J. Xu, Z. Yang, W. Li, Y. Xu, S. Wei, S. Liu, B. Du, Z. Wang

Pages: 6440 - 6454

47) Toward Effective Graph Long-Tailed Learning With Noisy Labels

Author(s): H. Liu, Z. Hao, H. Ming, W. Wang, H. Yu, X. Zhang

Pages: 6455 - 6465

48) FP3O: Enabling Proximal Policy Optimization in Multiagent Cooperation With Parameter-Sharing Versatility

Author(s): L. Feng, D. Xing, J. Zhang, G. Pan

Pages: 6466 - 6477

49) Online Value Iteration for Unknown Nonlinear Multiagent Systems: A Model-Decoupled Encoding--Decoding Mechanism

Author(s): T. Zhang, Y. Han, L. You, X. Wang

Pages: 6478 - 6491

50) Interpreting the Observed Behavior of a Class of Autonomous Linear Systems Using Explainable Inverse Reinforcement Learning

Author(s): A. Perrusquía, M. Zou, W. Guo

Pages: 6492 - 6505

51) From Stochastic Conjugate Gradient to Stochastic Second-Order Optimization, Driven by Conjugate Coefficient With Second-Order Information

Author(s): Z. Yang

Pages: 6506 - 6519

52) Cloud Server Replenishment Policy Under Given Demand Satisfaction Rates via Reinforcement Learning With Policy Imitation

Author(s): J. Li, P. Cheng, X. Zhang, W. Zhu, G. Wang, L. Dou, B. Zheng, W. Sun

Pages: 6520 - 6534

53) Temporal Logic Guided Universal Task Representations for Reinforcement Learning

Author(s): H. Zhang, Z. Zhou, Z. Kan

Pages: 6535 - 6549

54) TAFNet: Trusted Multiview Associative Fusion Neural Networks for Analyzing Dynamic Brain Networks

Author(s): W. Ding, W. Dai, T. Hou, T. Yin, Q. Hua, Y. Chen, J. Huang, J. Yang

Pages: 6550 - 6564

55) TSGNAS: A Topology- and Semantic-Guided Graph Neural Network Architecture Searcher

Author(s): K. Zhang, S. Pang, H. Pei, Y. Bai, W. Wu, X. He

Pages: 6565 - 6579

56) Escaping Stability-Plasticity Dilemma in Online Continual Learning for Motion Forecasting via Synergetic Memory Rehearsal

Author(s): Y. Lin, C. Lu, T. Wu, X. Zhao, G. Du, Y. Sun, Z. Li, J. Gong

Pages: 6580 - 6594

57) ACTFormer: Adaptive Complexity-Aware Traffic Transformer for Intelligent Flow Prediction

Author(s): W. Yang, W. Shang, Z. Liu

Pages: 6595 - 6608

58) Harmonic Autoencoding Framework for Multiple Tasks in Magnetic Particle Imaging Reconstruction

Author(s): Z. Wei, T. Zhu, J. Zhang, G. Shi, F. Yang, L. Zhang, X. Yang, J. Tian, H. Hui

Pages: 6609 - 6623

59) Hypercube Neural Topologies: Enhancing Depth Efficiency and Gradient Flow in Deep Networks

Author(s): B. -J. Park, D. S. Han

Pages: 6624 - 6638

60) A Weak-Robust Modeling and Knowledge-Driven Solution Approach for Scheduling Margin Calculation of Hot Rolling Process

Author(s): Y. Wu, T. Wang, J. Zhao, W. Wang

Pages: 6639 - 6652

61) Fokker--Planck Soft Actor--Critic

Author(s): H. -S. Hwang, J. Kim, J. Seok

Pages: 6653 - 6667

62) Structure-Guided Domain-Adaptive Network for Few-Shot SAR Ship Detection

Author(s): K. Ni, W. Zhou

Pages: 6668 - 6682

63) Unleashing the Potential of Imperfect Demonstration for Imitation Learning via Hierarchical Expert Guidance

Author(s): Z. Lin, Z. Chen, G. Zhu, J. Li

Pages: 6683 - 6693

64) PteFBIC: Exploiting Pterylotic Relationship for Fine-Grained Bird Image Classification via Rachidian Orientation Learning

Author(s): H. Liu, S. He, T. Liu, Z. Liu, Z. Zhang, Y. -F. Li

Pages: 6694 - 6708

65) CausalPD: Joint Causal Discovery and Intervention for Large-Scale Pavement Distress Distribution Data

Author(s): X. Wu, T. Pan, X. Chen, J. Liu, Z. He

Pages: 6709 - 6723

Monday, October 12, 2026

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

Friday, September 4, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 9, September 2026

1) Recent Advances of Multimodal Continual Learning: A Comprehensive Survey

Author(s): D. Yu, X. Zhang, Y. Chen, A. Liu, Y. Zhang, P. S. Yu, I. King

Pages: 4014 - 4034

2) Rethinking the Utilization of Individual Rewards in Multiagent Reinforcement Learning With Sparse Team Rewards

Author(s): Y. Zhang, Y. Xu, C. Zhang, C. Wang, Z. Yang, B. Tang, E. Chung

Pages: 4035 - 4049

3) Incomplete Multimodal Federated Learning via Masking and Contrasting Prototypes

Author(s): G. Bao, Q. Zhang, D. Miao, Z. Gong, C. Chen, L. Hu, L. Cao

Pages: 4050 - 4062

4) Using Class and Domain Information to Address Domain Shift in Federated Learning

Author(s): C. -Y. Chiou, C. -R. Huang, L. L. Latour, Y. C. Fann, P. -C. Chung

Pages: 4063 - 4077

5) ZK-HybridFL: Zero-Knowledge Proof-Enhanced Hybrid Ledger for Federated Learning

Author(s): A. Taherpour, X. Wang

Pages: 4078 - 4092

6) Neural-Adaptive Finite-Time Consensus Tracking of Singular Multiagent Systems With Actuator Attack

Author(s): X. Liu, Y. Yan, Y. Xie, X. Wu

Pages: 4093 - 4105

7) Dual-Teacher and Dual-Prompt Pool for Few-Shot Dialog State Tracking

Author(s): D. Wu, Y. Li, Z. Yu

Pages: 4106 - 4120

8) A Multiobjective Evolutionary Algorithm Based on Bipopulation With Uniform Sampling for Neural Architecture Search

Author(s): Y. Xue, P. Jiang, C. Zhu, Y. Zhang, R. Cheng, K. Gao, D. Gong

Pages: 4121 - 4135

9) Benefiting From OOD Samples in Open-Set Semi-Supervised Object Detection

Author(s): Y. Zou, K. Wang, J. Li, C. Wang, S. Liu, L. Lin, G. Li

Pages: 4136 - 4150

10) Logits-Level Balanced Machine Unlearning for LLM-Based Recommendation System

Author(s): C. Tan, X. Li, Y. Qu, C. Chen, S. Cui, L. Gao

Pages: 4151 - 4165

11) Unsupervised Deep Spectral Basis Learning for Generalized Eigendecomposition and Spectral Embedding

Author(s): D. Sun, Y. Pei, T. Wang

Pages: 4166 - 4178

12) ITS-ShipFormer: An Informative Token Selection Former for SAR Ship Recognition

Author(s): Y. Shang, W. Pu, C. Wu, Y. Huang, Y. Zhang, J. Wu, J. Yang, J. Wu

Pages: 4179 - 4193

13) Gauss--Newton Temporal Difference Learning With Nonlinear Function Approximation

Author(s): Z. Ke, J. Zhang, Z. Wen

Pages: 4194 - 4203

14) NPSVC++: A Representation Learning Framework for Nonparallel Classifiers

Author(s): J. Zhang, Z. Lai, J. Zhou, G. Liang

Pages: 4204 - 4218

15) Fine-Grained Analysis of Nonparametric Estimation for Pairwise Learning

Author(s): J. Zhou, S. Huang, H. Feng, P. Wang, D. -X. Zhou

Pages: 4219 - 4230

16) Fortifying Robustness in Graph Neural Networks: A Loss Correction Approach to Mitigate Label Noise

Author(s): I. -C. Hsieh, C. -T. Li

Pages: 4231 - 4245

17) TCPFMC: Trustworthy Cyclic Progressive Fusion for Multimodal Classification

Author(s): A. Li, D. Miao, T. Gao, S. Mei, F. Gu, C. Chen, A. Wang, H. Fan, X. Liu

Pages: 4246 - 4260

18) Beyond Subject-Specific Models in Dynamical Human--Machine Interaction: Benchmarking and Optimization Strategies

Author(s): L. Manneschi, M. O. A. Ellis, E. Donati

Pages: 4261 - 4274

19) Redundancy Removal and Knowledge Alignment-Based Personalized Federated Learning for Online Condition Monitoring

Author(s): J. Ji, H. Li, K. X. Lai, Y. Zheng, X. Jiang

Pages: 4275 - 4289

20) K-Free Dependence Bayesian Classifiers

Author(s): K. Meng, H. Zhang, L. Jiang, P. Lv, S. He, M. Xu

Pages: 4290 - 4303

21) PerC-SimAM-BLSTM: Position Perception Circular Convolution With Simple Attention Mechanism Based on BLSTM for Bundle Branch Block Detection

Author(s): J. Wang, B. Shi

Pages: 4304 - 4314

22) DPIU: Dynamic Pedestrian Intention Understanding Through Cognitive Decision-Making

Author(s): J. Xiao, Z. Li, M. Wang, Y. Xie, Q. Ma, X. Wang, Y. Sun

Pages: 4315 - 4329

23) Robust Image-Based Visual Servoing Formation Control for Quadrotors Without Communication via Reinforcement Learning

Author(s): X. Yi, H. Liu, H. Duan, B. Luo, S. Zuo

Pages: 4330 - 4341

24) Fractional-Order Dynamics Learning and Control via Data-Driven Approaches: Taking Soft Manipulator as an Example

Author(s): X. Shao, L. Xu, S. Zhang, G. Sun, C. Wu

Pages: 4342 - 4356

25) A Push-Pull Network Mechanism Revealed by Describing Function Analysis for Alzheimer's Pathological Oscillations

Author(s): C. Liu, W. Li, S. Wang, J. Wang, J. Wang, H. Wu, K. A. Loparo, C. Fietkiewicz

Pages: 4357 - 4368

26) Global Polynomial Synchronization of Uncertain Complex-Valued Reaction--Diffusion T--S Fuzzy Memristive Neural Networks With Proportional Delays Under Adaptive Event-Triggered Control

Author(s): Y. Guo, L. Zhou

Pages: 4369 - 4380

27) Rederived Closed-Form Continuous-Time Neural Networks

Author(s): X. Liang, S. Zhou, L. Chen, L. Weng, H. Lin, Y. Huang, M. Xia

Pages: 4381 - 4395

28) TSFA: A Two-Stage Feature Alignment Method for Unsupervised Open-Set Domain Adaptation in Time-Series Classification

Author(s): Q. Wang, D. Ma, L. Zhang, Z. Tian, S. Du

Pages: 4396 - 4408

29) Multistage PCA Whitening: A Robust Method to Dimensionality Reduction in Image Retrieval

Author(s): B. -J. Zhang, G. -H. Liu, Z. Li, S. -X. Song

Pages: 4409 - 4423

30) Multiscale Switch for Semi-Supervised and Contrastive Learning in Medical Ultrasound Image Segmentation

Author(s): J. Qu, X. Han, Y. Pu, M. -L. Chui, S. T. Gunda, Z. Chen, J. Qin, A. D. King, W. C. -W. Chu, J. Cai, M. T. -C. Ying

Pages: 4424 - 4438

31) A Neural-Network-Assisted Approach to Recursive State Estimation for Energy Harvesting Complex Networks With Unknown Nonlinearities

Author(s): Y. Zhang, Z. Wang, L. Zou, J. Du, S. -H. Yang

Pages: 4439 - 4453

32) GeNeX: Genetic Network eXperts Framework for Addressing Validation Overfitting

Author(s): E. Pintelas, I. E. Livieris

Pages: 4454 - 4468

33) Coupled Impulsive Control for Multisynchronization of Multistable Stochastic Neural Networks Under Parameter Uncertainties

Author(s): X. Li, S. Zhu, Z. Zhang, W. Luo, S. Wen

Pages: 4469 - 4481

34) Focus on Your Focus (FOYF): Cross-Domain Few-Shot Semantic Segmentation by Attention Specialization

Author(s): J. Xu, Z. Wei, Z. Huang, G. Ma, Y. Liu

Pages: 4482 - 4492

35) Topology-Optimal Multiple Gossip Steps for Decentralized Federated Learning via Gossip Tensor

Author(s): Y. Zhong, L. Ma, X. Yan

Pages: 4493 - 4506

36) Toward Robust End-to-End Delay Prediction: A GNN Approach With Routing-Aware Attention and Masked Subgraph Sampling

Author(s): Z. Wang, Y. Chen, D. Liu, H. Wang, Y. Zhou, W. Zheng

Pages: 4507 - 4518

37) CIRCUS: A Causal Intervention-Based Framework for Enhancing Counterfactual Fairness in Trained Classifiers

Author(s): Q. Yang, Y. Deng, J. Huang, L. Lu, P. Zhou, G. Min

Pages: 4519 - 4533

38) A Deep Learning Approach for Dynamic Modeling of Stimulated Raman Scattering in Chalcogenide Microstructured Optical Fibers

Author(s): J. Fu, Y. Liu, Q. Wang, M. Pan, T. Cheng

Pages: 4534 - 4548

39) Novel Meta Mode-Adaptive Multihead Attention for Multimode Industrial Process Soft Sensing

Author(s): Y. -L. He, Y. -B. Zhao, Y. Xu, Q. -X. Zhu, P. -F. Wang

Pages: 4549 - 4558

40) Robust Reinforcement Learning via Leveraging Historically Optimal Policy With Regulation of Performance

Author(s): Q. Chen, F. Zhu

Pages: 4559 - 4573

41) Deterministic Learning-Based Fault Identification for Nonlinear Sampled-Data Systems: Learning Accuracy Analysis

Author(s): T. Chen, J. He, J. Hu, C. Wang

Pages: 4574 - 4586

42) Bilateral Sharpness-Aware Minimization for Flatter Minima

Author(s): J. Deng, J. Pang, B. Zhang, Q. Huang

Pages: 4587 - 4596

43) Spatiotemporal Decoupled Learning for Spiking Neural Networks

Author(s): C. Ma, X. Chen, K. C. Tan, J. Wu

Pages: 4597 - 4611

44) Adaptive Niching-Based Gradient-Accelerated Differential Evolution for High-Dimensional Nonconvex Optimization

Author(s): Q. Yu, X. Liang, J. Liu, P. Tian, L. Jian

Pages: 4612 - 4624

45) An Enhanced Low-Computational-Complexity Predefined-Time Convergent Zeroing Neural Network for Constrained Time-Varying Quadratic Programming With Kinematic Control of Robotic Manipulator

Author(s): J. Yang, Z. Li, W. Li

Pages: 4625 - 4637

46) Seeing What Few-Shot Learners See: Contrastive Cross-Class Attribution for Explainability

Author(s): L. Chen, P. Hu, Z. Liu

Pages: 4638 - 4652

47) Enhancing Stability of Probabilistic Model-Based Reinforcement Learning by Adaptive Noise Filtering

Author(s): W. Huang, X. Yue, Y. Chen, T. Sun, Y. Cui

Pages: 4653 - 4665

48) CoreKD: A Context-Aware Local Region Structural Contrastive Knowledge Distillation Framework for Object Detection

Author(s): J. Yi, J. Mao, Y. Wang, T. Liu, M. Li, K. Zeng, H. Zhang, X. Chang

Pages: 4666 - 4680

49) Prompt Then Refine: Prompt-Free SAM-Enhanced Collaborative Learning Network for Detecting Salient Objects in Underwater Images

Author(s): W. Zhou, B. Tang, X. Dong, F. Qiang

Pages: 4681 - 4695

50) Rethinking Spectral Graph Neural Networks With Spatially Adaptive Filtering

Author(s): J. Guo, K. Huang, X. Yi, Z. Su, R. Zhang

Pages: 4696 - 4710

51) Learning From M-Tuple One-vs-All Confidence Comparison Data

Author(s): J. Qin, J. Li, C. Hua, Y. Yang

Pages: 4711 - 4725

52) Sparse Variational Student-t Processes for Heavy-Tailed Modeling

Author(s): J. Xu, D. Zeng, J. Paisley

Pages: 4726 - 4739

53) Learning Optimal Policies With Local Observations for Cooperative Multiagent Reinforcement Learning

Author(s): H. Kong, Q. Xing, Q. Wang, H. Chen, R. Niu, Z. Duan, S. Wang, Y. Chang, I. King

Pages: 4740 - 4754

54) When Optimal Transport Meets Photo-Realistic Image Dehazing With Unpaired Training

Author(s): Y. Wen, T. Gao, S. Liang, D. Zhang, Z. Li, J. Qin, T. Chen

Pages: 4755 - 4769

55) Bridging Distribution Gaps in Time Series Foundation Model Pretraining With Prototype-Guided Normalization

Author(s): P. Gong, E. Eldele, M. Wu, Z. Chen, X. Li, D. Zhang

Pages: 4770 - 4784

56) Accelerated Reinforcement Learning With Verifiable Excitation for Cubic Convergence

Author(s): J. Wu, C. Wen, Y. Zhu

Pages: 4785 - 4798

57) Hybrid Action-Based Reinforcement Learning for Multiobjective Compatible Autonomous Driving

Author(s): G. Jin, Z. Li, B. Leng, W. Han, L. Xiong, C. Sun

Pages: 4799 - 4812

58) Differentially Private Accelerated Distributed Algorithm for Aggregative Optimization

Author(s): B. Liu, D. Li, L. Chai

Pages: 4813 - 4823

59) Anti-Disturbance Proximal Neural Networks for Composite Resource Allocation

Author(s): L. Luan, S. Qi, S. Qin

Pages: 4824 - 4834

60) Multiobjective Simulated Annealing-Based Stopwords Substitution for Rubbish Text Attack

Author(s): C. Li, X. Yang, A. Wang, Y. Gong, B. Liu, W. Liu

Pages: 4835 - 4848

61) Semantic Prompt and Graph-Convolution-Structure Distillation Framework for Semantic Segmentation of Remote Sensing Images

Author(s): W. Zhou, J. Xie, C. Xu

Pages: 4849 - 4862

62) TopoCL: Topological Contrastive Learning for Time Series

Author(s): N. Kim, H. Baik, Y. Yoon

Pages: 4863 - 4874

63) Hybrid Convolution Reparameterization for Efficient Deep Learning-Based Nonprecipitation Echo Recognition and Removal

Author(s): J. Si, L. Han, L. Zhang, C. Li

Pages: 4875 - 4889

64) Fusion of Supervised Feature Selection and Unsupervised Clustering for Multinuclei Classification of MER Signals in DBS for Parkinson's Disease

Author(s): X. Lu, X. Du, P. Lun, Y. Ren

Pages: 4890 - 4904

65) Policy-Adjustable Q-Learning for Data-Driven Nonlinear Optimal Tracking Control

Author(s): J. Chen, D. Gong, Y. Zhao, S. Song, M. Zhu

Pages: 4905 - 4912

Thursday, August 6, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 8, August 2026

1) Next-Gen Digital Predistortion From Hardware Acceleration of Neural Networks: Trends, Challenges, and Future

Author(s): M. T. Khan, Y. Ding, G. Goussetis

Pages: 3503 - 3523

2) A Survey on Learning Motion Planning and Control for Mobile Robots: Toward Embodied Intelligence

Author(s): M. Wang, Y. Niu, B. Wang, W. Zhang, C. Wang

Pages: 3524 - 3544

3) PosFormer: Generalizable Indoor Positioning via Global--Local Feature Fusion Network

Author(s): X. Xiao, Z. Yao, X. Gao, M. Sheng, D. Peng, M. Zeng

Pages: 3545 - 3558

4) Adversarial Augmentation With Maximum Discrepancy for Graph Contrastive Learning

Author(s): C. Chen, X. Wei, Y. Zhang, W. Ye

Pages: 3559 - 3573

5) Seeing Clearly and Detecting Precisely: Perceptual Enhancement and Focus Calibration for Small-Object Detection

Author(s): Z. Zhu, Y. Yang, G. Qi, S. Li, H. Li, Y. Liu

Pages: 3574 - 3588

6) NeRF-MIR: Toward High-Quality Restoration of Masked Images With Neural Radiance Fields

Author(s): X. Huang, Z. Zhong, S. Chen, Y. Xu, J. Guan, S. Zhou

Pages: 3589 - 3603

7) Discovering Causality Representations in Graph Convolutional Network for Automated Assessment of Parkinsonian Hand Postural Tremor

Author(s): Y. Quan, R. Guo, J. Ren, C. Zhang, X. Qian

Pages: 3604 - 3617

8) Cross-Scene Hyperspectral Image Classification via Bidirectional Mamba and Domain Mixing Network

Author(s): J. Dang, C. Guo, M. Zhang, Y. Zhang, W. Jia, W. Li

Pages: 3618 - 3631

9) A Linearized Alternating Direction Multiplier Method for Federated Matrix Completion Problems

Author(s): P. Hytla, T. T. A. Nghia, D. N. Phan, A. Rice

Pages: 3632 - 3642

10) EEGMoE: A Domain-Decoupled Mixture-of-Experts Model for Self-Supervised EEG Representation Learning

Author(s): X. Gao, D. Wang, Y. Zhao

Pages: 3643 - 3655

11) Improved Spontaneous EEG Signal Decoding Efficiency by Function Predefined Convolutional Neural Network

Author(s): B. Fu, F. Li, J. Li, Y. Ji, Y. Li, Y. Quan, L. Zhang, G. Shi

Pages: 3656 - 3668

12) An Attention-Assisted AI Model for Real-Time Underwater Sound Speed Estimation Leveraging Remote Sensing Sea Surface Temperature Data

Author(s): P. Wu, W. Huang, Y. Shi, F. Yin, H. Zhang

Pages: 3669 - 3683

13) Gradient-Refined Federated Learning on Head-Tail Imbalanced Data

Author(s): Y. Wang, H. Zhang, C. Xu, L. Gu, J. Zhang, T. Zeng, Z. Gao

Pages: 3684 - 3699

14) Where and How: Mining Convertible Outlying Aspect for Outlier Interpretation

Author(s): L. Guan, L. Duan, X. Wang, Z. Li, H. Wang

Pages: 3700 - 3714

15) PromptGCN: Bridging Subgraph Gaps in Lightweight GCNs

Author(s): S. Ji, Y. Tian, F. Liu, X. Li, L. Wu

Pages: 3715 - 3726

16) Structure-Enhanced Self-Supervised Weighted Information Bottleneck for Multiview Clustering

Author(s): Z. Lou, Y. Wu, K. Zhang, C. Zhang, B. Ji, S. Hu

Pages: 3727 - 3740

17) Attention-Guided Low-Light Object Detection Based on Receptive Field With Adaptive Depth Convolution

Author(s): J. Zhao, Y. Liu, F. Xie, L. Song, J. Ding

Pages: 3741 - 3754

18) LoLDU: Low-Rank Adaptation via Lower-Diag-Upper Decomposition for Parameter-Efficient Fine-Tuning

Author(s): Y. Shi, Y. Wu, J. Wei, R. Ran, C. Sun, S. He, Y. Yang

Pages: 3755 - 3768

19) An Adaptive Environment Generator for Effective Decision Region Enlargement in Deep Reinforcement Learning

Author(s): W. Yin, G. Zhao

Pages: 3769 - 3781

20) Mitigating LLM Hallucination Snowballing in Multiagent Systems via Context-Aware Semantic Consistency Reasoning

Author(s): X. Xu, J. Wu

Pages: 3782 - 3796

21) Cross-Image Federated Learning for Hyperspectral Image Classification

Author(s): Z. Li, X. Zhang, L. Zheng, G. Wang, L. Jiao

Pages: 3797 - 3811

22) ATTE: An Innovative Ensemble Learning Method With Age-Group-Guided Fine-Tuning for Improving Personalized Blood Pressure Estimation

Author(s): Y. Cen, H. Wang, X. Zhu, C. Miao, J. Luo

Pages: 3812 - 3826

23) MetaGrasp: Generalizable Dexterous Multifingered Functional Grasping With Gradual Skill Curriculum Learning

Author(s): Y. Lv, Q. Chen, X. Lin, J. Li, W. Bai, Y. Sun

Pages: 3827 - 3841

24) A2Net: Affiliation Alignment Networks for Whole-Body Pose Estimation With Vision--Language Models

Author(s): L. Lin, Y. Wang, C. Zhu, J. Chen

Pages: 3842 - 3856

25) Heuristic Knowledge-Driven Spatio-Temporal Forecasting via Multigraph

Author(s): X. Xiao, X. Xiang, X. Yang, Z. Jin, J. Xu, S. Wang, G. Mao, W. Shao

Pages: 3857 - 3871

26) Virtual Domain-Guided Cross-Modal Distillation With Multiview Correlation Awareness for Domain-Specific Multimodal Neural Machine Translation

Author(s): Z. Hou, J. Guo, Z. Yu

Pages: 3872 - 3886

27) Causal Graph Spatial--Temporal Autoencoder for Reliable and Interpretable Process Monitoring

Author(s): X. Zhang, C. Song, W. Dai, Z. Zhang, K. Gao, F. Gao

Pages: 3887 - 3899

28) Egocentric Head Direction Encoding and Perception Model Based on an Adaptive Ring Attractor Network

Author(s): Z. Chen, H. Wang, J. Li, G. Li, S. Wang

Pages: 3900 - 3912

29) Decentralized Primal--Dual Optimization Without Global Lipschitz Continuity

Author(s): L. Wang, S. Yang, M. -L. Zhang

Pages: 3913 - 3927

30) Transformer Meets Gated Residual Networks to Enhance PICU's PPG Artifact Detection Informed by Mutual Information Neural Estimation

Author(s): T. -D. Le, C. Macabiau, K. Albert, S. Chatzinotas, P. Jouvet, R. Noumeir

Pages: 3928 - 3942

31) KSIQA: A Knowledge-Sharing Model for No-Reference Image Quality Assessment

Author(s): H. Wang, J. Liu, H. Tan, J. Lou, X. Liu, W. Zhou, Y. Chen, R. Whitaker, W. Colombo, H. Liu

Pages: 3943 - 3955

32) AquaticCLIP: A Vision-Language Foundation Model and Dataset for Underwater Scene Analysis

Author(s): B. Alawode, I. Iyappan Ganapathi, S. Javed, M. Bennamoun, A. Mahmood

Pages: 3956 - 3969

33) Class-Incremental Cloud-Device Collaborative Adaptation With Contrastive Learning in Dynamic Changing Environments

Author(s): Y. Zeng, H. Ren, Y. Cai, Y. Li, Y. Wang, Q. Li

Pages: 3970 - 3984

34) Byzantine-Robust and Communication-Efficient Distributed Learning via Compressed Momentum Filtering

Author(s): C. Liu, Y. Li, Y. Yi, K. H. Johansson

Pages: 3985 - 3997

35) Resource-Efficient and Layer Interdependence-Aware CNN Pruning Leveraging Filter Replacement

Author(s): S. Tofigh, M. Askarizadeh, M. Omair Ahmad, M. N. S. Swamy, K. K. Nguyen

Pages: 3998 - 4011

Thursday, July 9, 2026

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

Tuesday, June 9, 2026

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

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