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

Wednesday, May 6, 2026

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

1) Deep Model Fusion: A Survey

Author(s): W. Li, Y. Peng, M. Zhang, L. Ding, H. Hu, L. Shen

Pages: 2008 - 2024

2) Survey on Efficient Large Language Models: Principles, Algorithms, Applications, and Open Issues

Author(s): J. Cheng, H. Kang, Y. Shao, N. Li, P. Chen, R. Wang, S. Long, X. Yang, L. Ma

Pages: 2025 - 2045

3) A Systematic Review of Skeleton-Based Action Recognition: Methods, Challenges, and Future Directions

Author(s): Y. Liu, R. Liu, Y. Hu, M. Wu, W. Xin, Q. Miao, S. Wu, L. Li

Pages: 2046 - 2065

4) Knowledge Graph Reasoning Based on Information Enhancement and Subgraph Alignment

Author(s): M. Li, K. Liang, Y. Lai, X. Liu

Pages: 2066 - 2078

5) Alzheimer’s Disease Risk Prediction and Pathogeny Extraction Using Fuzzy Graph Evolutionary Generative Adversarial Network

Author(s): X. -A. Bi, D. Chen, J. Wang, W. Chen, L. Xu, Y. Huang, B. Lei, X. Yi

Pages: 2079 - 2093

6) Bamboo: A Novel Session-Aware Framework With Equiangular Tight Frame Prototypes for Few-Shot Class-Incremental Learning

Author(s): X. Lu, Z. Wang, Z. Fu, X. Xu, Q. Zhang, T. Xiao, W. Du

Pages: 2094 - 2106

7) Fuzzy Logic-Enhanced Neuroadaptive Fault-Tolerant Control for Vehicular Platoons With Stochastic Disturbances and Asymmetric Spacing Constraints

Author(s): Y. Wen, X. Chen, X. Xu, A. Zhang, Y. Li

Pages: 2107 - 2120

8) DCTC-Net: Dual-Branch Cross-Fusion Transformer–CNN Architecture for Medical Image Segmentation

Author(s): R. Sun

Pages: 2121 - 2135

9) Learning Robust Discriminant Projections via Double Capped Lp-Norm Distance Metrics With “Min” Constraints

Author(s): J. Yang, X. Chen, Z. Zhang, L. Fu, Q. Ye

Pages: 2136 - 2150

10) HET: An Efficient High-Frequency Enhancement Transformer for Specific Emitter Identification

Author(s): L. Zhai, Z. Chang, S. Yang, Z. Feng, S. Mu

Pages: 2151 - 2165

11) Prediction of IDH and 1p/19q Status in Gliomas Based on Dual Structural Feature Exploration and Alignment Network

Author(s): W. Xiong, J. Cao, T. An, S. Liu, Z. Luo, W. Wang, T. Xie, Q. Feng, M. Huang

Pages: 2166 - 2180

12) Reservoir Kernels and Volterra Series

Author(s): L. Gonon, L. Grigoryeva, J. -P. Ortega

Pages: 2181 - 2192

13) Spectral-Guided Multiscale Feature-Aware Transformer for Hyperspectral Image Classification

Author(s): Z. Shu, K. Zeng, Y. Wang, S. Tang, Z. Yu, L. Xiao

Pages: 2193 - 2207

14) Sparse Bayesian Broad Learning System via Adaptive Lasso Priors for Robust Regression

Author(s): T. Chen, L. Wang, C. L. Philip Chen

Pages: 2208 - 2222

15) D2Vformer: A Flexible Time-Series Prediction Model Based on Time-Position Embedding

Author(s): X. Song, H. Wang, L. Deng, D. Wang, H. Qiu, Y. He, W. Cao, C. -S. Leung

Pages: 2223 - 2234

16) A Multilayer Spatiotemporal Correlation-Aware Graph Attention Network for Traffic Flow Prediction

Author(s): J. Liu, Y. Wang, J. Zhu, W. Bai, H. Zhang, L. Zuo, T. Zhou, K. Li

Pages: 2235 - 2249

17) Toward Better De-Raining Generalization via Rainy Characteristics Memorization and Replay

Author(s): K. Wang, X. Fu, C. Cao, C. Ge, W. Zhai, Z. -J. Zha

Pages: 2250 - 2264

18) Spatiotemporal Dynamics Modeling of Brain Activity for Human–Robot Cognitive Interaction: A Distributed-Lumped Parameter System Framework

Author(s): J. Zhang, L. Zhang, F. Mu, Z. Huang, C. Zou, R. Huang, C. Wang, H. Cheng

Pages: 2265 - 2279

19) Butterfly Residual Network: A Hybrid Approach With Spectral Transformers and Depth-Wise Convolutions for Hyperspectral Image Super-Resolution

Author(s): Y. Yang, Y. Wang, X. Xu, E. Zhao

Pages: 2280 - 2293

20) Genetic Algorithm-Based Two-Step Optimization for Precise Latent Factor Analysis

Author(s): C. Lyu, J. Cheng, X. Luo, Y. Shi

Pages: 2294 - 2306

21) Context-Aware Learning and Pattern Decomposition for Temporal Knowledge Graph Reasoning

Author(s): L. Liao, L. Zheng, J. Shang, X. Li, J. Zhong, K. Wei, Y. Tang

Pages: 2307 - 2320

22) Leader-Based Multiexpert Neural Network for High-Level Visual Tasks

Author(s): F. Zuo, J. Liu, Z. Chen, X. Shen, L. Wang, Z. Wen

Pages: 2321 - 2334

23) Graph Probabilistic Pooling: From Bernoulli to Poisson Distribution

Author(s): G. Liu, Y. Lei, M. Sun, T. Zhang, X. Wang, C. Zhou, C. Long, Z. Cui

Pages: 2335 - 2346

24) Robust Physics-Based Deep MRI Reconstruction via Diffusion Purification

Author(s): I. R. Alkhouri, S. Liang, R. Wang, Q. Qu, S. Ravishankar

Pages: 2347 - 2361

25) Multirate Industrial Process Forecasting With Hybrid Deep Learning and Adaptive Filtering

Author(s): X. Han, W. Yu, Y. Jia, T. Chai

Pages: 2362 - 2376

26) Accurate Protein–Protein Interaction Prediction: Based on Multiview Heterogeneous Graph Autoencoders and Random Masking

Author(s): S. Chen, Z. Tang, L. You, C. Yu-Chian Chen

Pages: 2377 - 2390

27) Universal Set of Observables for Forecasting Physical Systems Through Causal Embedding

Author(s): G. Manjunath, A. de Clercq, M. J. Steynberg

Pages: 2391 - 2399

28) Predicting What Matters: Training AI Models for Better Decisions

Author(s): A. S. Anand, S. Sawant, D. Peter Reinhardt, S. Gros

Pages: 2400 - 2413

29) General Network Learning Rules Based on DNA Strand Displacement for Thyroid Disease Prediction

Author(s): J. Sun, J. Li, Y. Wang, Y. Wang

Pages: 2414 - 2427

30) Optimal-Flip-Based Segmented Reinforcement Learning for Detectability Synthesis of Probabilistic Boolean Networks

Author(s): Z. Zhang, C. Bian, C. Xia, Z. Chen

Pages: 2428 - 2440

31) Spatiotemporal Topology-Informed Multiagent Reinforcement Learning Framework for Structured Multiprocess Collaborative Optimization

Author(s): D. Liu, Y. Wang, C. Liu, B. Luo, B. Huang

Pages: 2441 - 2455

32) A Simple Unified Uncertainty-Guided Framework for Offline-to-Online Reinforcement Learning

Author(s): S. Guo, Y. Sun, J. Hu, S. Huang, H. Chen, H. Piao, L. Sun, Y. Chang

Pages: 2456 - 2468

33) Contrastive Learning-Driven Fake News Detection: Preserving Semantics, Unveiling Distortions

Author(s): Y. Yan, P. Zheng, Y. Wang

Pages: 2469 - 2481

34) Reinforcement Active Modeling for Flexible Needle Shape Prediction in Multilayer Tissues

Author(s): F. Ren, X. Wang, Y. Fang, N. Yu, J. Han

Pages: 2482 - 2496

35) Adaptive Optimal Prescribed Performance Tracking Solutions for Multiplayer Systems With Error Constraints

Author(s): Y. Lv, H. Chang, J. Zhao, Y. Tian

Pages: 2497 - 2503

36) Corrections to “Learning From M-Tuple One-vs-All Confidence Comparison Data”

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

Pages: 2504 - 2504

Tuesday, April 7, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 4, April 2026

1) Novel Approach for Decoding Olfactory Receptors Interactions With Molecules Based on Multimodal Feature and Deep Learning Network

Author(s): F. Wang, X. Xie, Y. Xiong, Z. Liu, M. Kong, H. Dong, X. Chen

Pages: 1506 - 1517

2) Spectral Embedding Representation Based on Random Anchor Graph Aggregation

Author(s): J. Zhou, F. Li, C. Gao, W. Ding, W. Pedrycz, G. Lang

Pages: 1518 - 1532

3) Decentralized Online Optimization With Compressed Communication Over Directed Graphs

Author(s): H. Liu, B. Zhang, Z. Yu, D. Yuan, M. Dai

Pages: 1533 - 1545

4) Higher Order Cumulants-Based Method for Direct and Efficient Causal Discovery

Author(s): W. Chen, L. Peng, Z. Huang, R. Cai, Z. Hao, K. Zhang

Pages: 1546 - 1559

5) Generalized Subspace Coupling Approach for Robust Low-Tubal-Rank Tensor Completion

Author(s): W. Kong, Q. Feng, Q. Shu, J. Wang, T. Huang, B. Zhang

Pages: 1560 - 1574

6) Multimodal Aspect-Based Sentiment Analysis With Plugin-Enhanced Large Language Models

Author(s): Y. Tian, Y. Song, Y. Zhang

Pages: 1575 - 1589

7) A Physics-Informed Demonstration-Guided Learning Framework for Granular Material Manipulation

Author(s): M. Wei, X. Yang, Y. -K. Lai, S. Amir Tafrishi, Z. Ji

Pages: 1590 - 1604

8) On Imbalance in Case Types: Evaluating and Enhancing PLMs for Criminal Court View Generation

Author(s): Y. Le, Z. Xiao, Y. Ding, E. S. Chng, K. Li

Pages: 1605 - 1617

9) SNN-FT: Temporal-Coded Spiking Neural Networks for Fourier Transform

Author(s): S. Wang, H. Zheng, Y. Chen, A. Belatreche, G. Wang, Y. Jin, J. Wu, M. Zhang, Y. Yang, H. Li

Pages: 1618 - 1630

10) Kernel-Based Representation Alignment for Class Imbalanced Semi-Supervised Learning

Author(s): Z. Li, J. Ye, J. Wen, H. Liu, T. Wang, W. Lin

Pages: 1631 - 1644

11) From a Social Cognitive Perspective: Context-Aware Visual Social Relationship Recognition

Author(s): S. Wu, C. Zhang, J. Chen, T. Xu, L. Wu, Q. Wang, Y. Gao, Y. Hu, E. Chen

Pages: 1645 - 1659

12) Evolving Fuzzy Control of Manipulator in Open Changing Scenarios Based on Offline and Online Fusion Learning

Author(s): T. Zhao, J. Pan, X. You

Pages: 1660 - 1673

13) An Intrinsically Knowledge-Transferring Developmental Spiking Neural Network for Tactile Classification

Author(s): J. Xing, Y. Liu, Z. Zhang, L. Chen, M. N. Hasan, Z. -B. Zhang

Pages: 1674 - 1686

14) A Hybrid-Gain ZNN With Precisely Predefined-Time Convergence for Time-Variant LMVI and Its Applications to UR Robotic Arm and Multiagent System

Author(s): B. Zheng, C. -I. Ieong, C. Li, Z. Zhang, J. Yu, P. X. Liu

Pages: 1687 - 1701

15) Riemannian Implicit Differentiation via a Fixed-Point Equation for Riemannian Bilevel Optimization

Author(s): X. Fan, Y. Wu, Z. Gao, Z. Lu, F. Li, M. Harandi, Y. Jia

Pages: 1702 - 1716

16) LEPD-Net: A Lightweight and Efficient Network for Pedestrian Detection

Author(s): W. Ge, S. Huang, M. Li, Y. Jiao

Pages: 1717 - 1725

17) Unseen From Seen: Rewriting Observation-Instruction Using Foundation Models for Augmenting Vision-Language Navigation

Author(s): Z. Wei, B. Lin, Y. Nie, J. Chen, S. Ma, H. Xu, X. Liang

Pages: 1726 - 1738

18) Integrating Actor–Critic Reinforcement Learning With Evolutionary Algorithm for Multimodal Multiobjective Optimization

Author(s): K. Xiang, T. Huang, L. Yang, J. Lin

Pages: 1739 - 1751

19) Explaining Neural Networks: Hierarchical Backpropagated Ensemble Learning

Author(s): G. He, Z. Wang, L. Tang, R. Zhang, R. Wang, X. Li, F. Nie

Pages: 1752 - 1765

20) Domain Generalization With Amplitude-Based Data Generation and Feature Random Suppression

Author(s): C. Xiong, B. Zhao, C. Wang, S. Ding

Pages: 1766 - 1778

21) SKIP: A Prototype-Based Scalable Knowledge Graph Representation Learning Method

Author(s): Y. Liu, K. Liang, J. Xia, M. Liu, X. Yang, X. Liu, S. Zhou, S. Z. Li

Pages: 1779 - 1792

22) Expensive Multiobjective Optimization Guided by Attention-Enhanced Generative Models

Author(s): G. Chen, Z. Wang, Q. Liu, J. J. Jiao, Y. Jin

Pages: 1793 - 1807

23) MG-DARTS: Multigranularity Differentiable Architecture Search for Tradeoff Between Model Effectiveness and Efficiency

Author(s): X. Liu, D. Saxena, J. Cao, Y. Zhao, P. Ruan

Pages: 1808 - 1822

24) GCM: Interpretable Multiagent Reinforcement Learning via Graph Cooperation Modeling

Author(s): X. Wu, Y. Zhu, C. Chen, C. Chen

Pages: 1823 - 1837

25) A Real-Time Neural Representation via Algorithm-Hardware Synergy for Sparse-View CT Reconstruction

Author(s): X. Li, H. Wan, K. Long, Q. Wu, C. Du, Y. Su, Z. Luo, X. Lou, Y. Zhang

Pages: 1838 - 1850

26) Universal Stabilization for Maximum Entropy Optimization in Reinforcement Learning

Author(s): X. Chen, Y. Li, X. Cao, H. Chen, H. Yao, B. An, Y. Chang

Pages: 1851 - 1863

27) Lightweight Dual-Kernel Information Aggregation Network for Efficient Image Super-Resolution

Author(s): Y. Tang, M. Su, X. Zhang

Pages: 1864 - 1875

28) Adapting Graph Models via Target Integrity Assessment and Source Distribution Hypothesis

Author(s): Z. Qiao, X. Yu, W. Guo, X. Luo, M. Xiao, H. Xiong

Pages: 1876 - 1888

29) A Radar Signal Deinterleaving Method Based on Multiscale With Attention Mechanism

Author(s): W. Li, Y. -Y. Dong, C. -X. Dong, T. Sun, R. Guo, Z. Li

Pages: 1889 - 1903

30) ORAL: Adaptive Gap Increasing for Advantage Learning via Occam’s Razor Principle

Author(s): Z. Zhang, Y. Zhou, Y. Long, J. Zhang, J. Weng, Z. Li, Y. Gan, X. Tan

Pages: 1904 - 1918

31) Chain-of-Detection: Enhancing Cross-Granularity Robotic Perception for Object Manipulation

Author(s): T. Xu, H. Gao, C. Chen, Y. Li, S. Xu, S. Guo, F. Chen

Pages: 1919 - 1933

32) The Applications and Properties of the TDS Algorithm

Author(s): X. Chen, L. Yan

Pages: 1934 - 1947

33) Toward Effective Model Merging in Semantic Segmentation

Author(s): H. Chen, Y. Xu, Y. Xu, Y. Zhang, Y. Zhang, F. Wang, L. Cui

Pages: 1948 - 1962

34) LeapVAD: A Leap in Autonomous Driving via Cognitive Perception and Dual-Process Thinking

Author(s): Y. Ma, T. Wei, N. Zhong, J. Mei, T. Hu, L. Wen, X. Yang, B. Shi, Y. Liu

Pages: 1963 - 1977

35) Inverse Reinforcement Learning for Disturbed Networked Nonlinear Systems With Data Dropouts

Author(s): P. Shi, W. Xue, J. Fan, F. L. Lewis, B. Lian

Pages: 1978 - 1990

36) LaMI-GO: Latent Mixture Integration for Goal-Oriented Communications Achieving High Spectrum Efficiency

Author(s): A. Wijesinghe, S. Wanninayaka, W. Wang, Y. -C. Chao, S. Zhang, Z. Ding

Pages: 1991 - 2005

37) Corrections to “Incremental Learning for Defect Segmentation With Efficient Transformer Semantic Complement”

Author(s): X. Li, Z. Huang, G. Ma, Y. Liu

Pages: 2006 - 2006

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