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

Thursday, March 19, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 3, March 2026

1) Noise-Tolerant CIM-DNNs Explained

Author(s): F. -H. Meng, E. Yeu-Jer Lee, Y. Wu, Z. Wang, W. D. Lu

Pages: 1005 - 1017

2) PromptVAD: Abnormal Prompt via Vision-Language Model

Author(s): S. Li, F. Liu, L. Jiao, Z. Hao, J. Wang, L. Sun, L. Li, X. Liu, P. Chen

Pages: 1018 - 1032

3) Multimodality Image Registration With Modality Distillation

Author(s): X. Zhou, J. Zhao, L. Chen, G. Vivone, Y. Liu, J. Nie, H. Liu

Pages: 1033 - 1047

4) Tensor Multi-Subspace Representation for Remote Sensing Image Mixed Noise Removal

Author(s): J. -H. Yang, H. -C. Li, M. Ding, X. -L. Zhao, W. -Y. Hu

Pages: 1048 - 1062

5) FIESTA: Fourier-Based Semantic Augmentation With Uncertainty Guidance for Enhanced Domain Generalizability in Medical Image Segmentation

Author(s): K. Oh, E. Jeon, D. -W. Heo, Y. Shin, H. -I. Suk

Pages: 1063 - 1077

6) Progressive Feedforward Collapse of ResNet Training

Author(s): S. Wang, K. Gai, S. Zhang

Pages: 1078 - 1091

7) Treasure Hunting: Embodied Contrastive Learning-Enhanced Coarse-to-Fine Object Seeking With Explorer and Discriminator Cooperation

Author(s): B. Chen, J. Kang, H. Yang, P. Zhong, R. Fan, J. Wang

Pages: 1092 - 1106

8) SAFT: Real-Time Tracking and Mapping With Self-Supervised Robust Stereo Matching for Underwater Vehicles

Author(s): Y. Cao, X. Hui, X. Bai, Y. Wang, S. Wang, M. Tan

Pages: 1107 - 1118

9) Multimodal Knowledge Graph Completion by Cross-Modal Interaction With Similarity Enhancing and Difference Embracing

Author(s): L. Hao, Y. Hu, T. Bie, H. Jiang, J. Gao, Y. Sun, B. Yin

Pages: 1119 - 1133

10) Be Reliable: An Interpretable Attribute-Oriented Representation Learning Framework

Author(s): Z. Fang, S. Du, Y. Zou, Y. Tan, N. Song, S. Wang

Pages: 1134 - 1148

11) Generalizable Multistage Assembly via One-Shot Category-Level Demonstration

Author(s): Y. Ren, Y. Cong, R. Chen, W. Cong, G. Sun

Pages: 1149 - 1162

12) PGFormer: A Prototype-Graph Transformer for Incomplete Multiview Clustering

Author(s): Y. Du, Y. Wang, Z. Wang, R. Ning, L. Li

Pages: 1163 - 1175

13) Multiscale Spatiotemporal Graph Convolutional Networks With Dynamic Delay Awareness for Traffic Forecasting

Author(s): G. Zhu, X. Zhang, Y. Niu, S. Du

Pages: 1176 - 1190

14) A Transfer Learning SSVEP Decoding Algorithm Calibrated With Single-Trial Data

Author(s): J. Jin, K. Qin, B. Z. Allison, S. Li, Y. Zhang, X. Wang, A. Cichocki

Pages: 1191 - 1205

15) Multimodal Cross-City Semantic Segmentation Based on Similarity-Inspired Fusion and Invertible Transformation Learning Network

Author(s): L. Dong, W. Jiang, Z. Xu, J. Geng

Pages: 1206 - 1220

16) HomLLM: Exploiting Semantic Homology Relationship for Fine-Grained Bird Image Classification via Large Language Models

Author(s): H. Liu, Y. Song, T. Liu, H. Zheng, L. Chen, Z. Zhang, Y. -F. Li

Pages: 1221 - 1235

17) MDSF-YOLO: Advancing Object Detection With a Multiscale Dilated Sequence Fusion Network

Author(s): Y. Sun, C. Zhang, X. Li, X. Jing, H. Kong, Q. -G. Wang

Pages: 1236 - 1247

18) Deep Reinforcement Learning for Online Reconfiguration of Active Distribution Network

Author(s): G. Hao, Y. Li, Y. Li, Y. Luo, M. Shahidehpour, Z. Zeng

Pages: 1248 - 1262

19) Single-Domain Generalization via Path Flatness-Aware Optimization of Loss Landscapes

Author(s): Z. Wang, Y. Wang, Y. Feng, J. Du, J. Tianyi Zhou, R. S. M. Goh, Y. Liu, L. Zhen

Pages: 1263 - 1276

20) Trend and Order Features for Semi-Supervised Time-Series Classification via Multitask Learning

Author(s): R. Chen, X. Yan, G. Xiao, Y. Hou, S. Zhou

Pages: 1277 - 1289

21) Semi-Supervised Breast Lesion Segmentation Using Confidence-Ranked Features and Bi-Level Prototypes

Author(s): S. Jiang, H. Wu, Y. Zhou, J. Chen, J. Qin

Pages: 1290 - 1301

22) Video to Video Generative Adversarial Network for Few-Shot Learning Based on Policy Gradient

Author(s): Y. Ma, D. Klabjan, J. Utke

Pages: 1302 - 1316

23) Large-Scale Multiview Clustering via Joint Learning of Anchor Representation and Multigraph Alignment

Author(s): R. Shang, J. Liu, X. Wang, J. Zhong, W. Zhang, S. Xu

Pages: 1317 - 1331

24) FGPLFA: Fine-Grained Pseudo-Labeling and Feature Alignment for Source-Free Unsupervised Domain Adaptation

Author(s): Z. Wen, Q. Li, Y. Wang, H. Shao, G. Sun

Pages: 1332 - 1346

25) Toward Reliable Offline Reinforcement Learning via Lyapunov Uncertainty Control

Author(s): K. Jiang, Y. Li, X. Tan

Pages: 1347 - 1361

26) Inhibiting Error Exacerbation in Offline Reinforcement Learning With Data Sparsity

Author(s): F. Zhang, M. Zhang, W. Chen, S. Wang, X. Zhang, J. Li, Y. Yang

Pages: 1362 - 1376

27) IML-Spikeformer: Input-Aware Multilevel Spiking Transformer for Speech Processing

Author(s): Z. Song, S. Zhang, Y. Chou, J. Wu, H. Li

Pages: 1377 - 1389

28) Boosting Few-Shot Hyperspectral Image Classification Through Dynamic Fusion and Hierarchical Enhancement

Author(s): Y. Guo, B. Fan, Y. Dai, Y. Feng, M. He

Pages: 1390 - 1404

29) CRL-MM: Context-Aware Relational Learning and Multidimensional Matching for Few-Shot Knowledge Graph Completion

Author(s): W. Jiang, F. Wu, F. Zhang, Q. Chen, Z. Zhao, S. Guo

Pages: 1405 - 1419

30) Multigranularity Deep Graph Convolutional Neural Network Node Clustering Leveraging Spatial Information

Author(s): B. Yu, H. Yang

Pages: 1420 - 1434

31) Generative Fuzzy System for Sequence-to-Sequence Learning via Rule-Based Inference

Author(s): H. Yang, Z. Deng, W. Zhang, Z. Zhao, G. Wang, K. -S. Choi

Pages: 1435 - 1448

32) PID: A Parameter-Efficient Isolation Domain-Incremental Learning Framework for Signal Modulation Classification

Author(s): G. Wang, Z. Liu, X. Zhang, Y. Chen, Y. Zhang, J. Zhu, L. Jiao

Pages: 1449 - 1462

33) FedMKD: Hybrid Feature Guided Multilayer Fusion Knowledge Distillation in Heterogeneous Federated Learning

Author(s): P. Han, H. Xiao, S. Zheng, Y. Li, G. Qi, Z. Zhu

Pages: 1463 - 1476

34) Enhancing the Policy Generalization on OOD Tasks via Latent Variable Distribution Enhancement Sampler

Author(s): S. Li, J. Lin, X. Yang, H. Zhang, P. Zhao

Pages: 1477 - 1491

35) Contrastive-Driven Diversity and Consistency Exploration in Tensorized Multiview Subspace Clustering

Author(s): X. Guo, G. -F. Lu

Pages: 1492 - 1504

Monday, February 16, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 2, February 2026

1) Vision Mamba: A Comprehensive Survey and Taxonomy

Author(s): X. Liu, C. Zhang, F. Huang, S. Xia, G. Wang, L. Zhang

Pages: 505 - 525

2) Hard Sample Mining: A New Paradigm of Efficient and Robust Model Training

Author(s): L. Liu, Y. Liang, X. Yan, L. Huangfu, S. Samtani, Z. Yu, Y. Zhang, D. D. Zeng

Pages: 526 - 546

3) FEU-Diff: A Diffusion Model With Fuzzy Evidence-Driven Dynamic Uncertainty Fusion for Medical Image Segmentation

Author(s): S. Geng, S. Jiang, T. Hou, H. Yao, J. Huang, W. Ding

Pages: 547 - 561

4) Reinforcement Learning-Based Boundary-Optimized Control of Flexible Manipulators Under Jointly Connected Switching Topologies

Author(s): X. Yao, L. Li, Y. Liu

Pages: 562 - 574

5) Distributed FilterNet Reinforcement Learning for Achieving Output Consensus in Heterogeneous Multiplayer Multiagent Systems

Author(s): J. Wu, B. Lian, C. Wen, Y. Zhu

Pages: 575 - 588

6) All-to-All Connected Oscillator Ising Machines and Their Application as Associative Memory

Author(s): Y. Cheng, Z. Lin

Pages: 589 - 602

7) Fuzzy Rule-Based Differentiable Representation Learning

Author(s): W. Zhang, Z. Deng, G. Wang, K. -S. Choi

Pages: 603 - 616

8) Coupled Tensor Decomposition for Compact Network Representation

Author(s): V. T. Pham, Y. Zniyed, T. P. Nguyen

Pages: 617 - 631

9) Syntax-Oriented Shortcut: A Syntax Level Perturbing Algorithm for Preventing Text Data From Being Learned

Author(s): B. Li, K. Zhang, X. Chen, R. Hong

Pages: 632 - 645

10) Multiscale Contrastive Learning for Node Clustering Based on Variational Graph Auto-Encoder

Author(s): N. P. Aghayengejeh, M. A. Balafar, J. Tanha, N. N. Khasmakhi, S. Minaee

Pages: 646 - 660

11) HSG-Net: Point Cloud Completion via Heuristic Structure Growing

Author(s): X. Chen, J. Chen, Y. Liu, R. Li

Pages: 661 - 672

12) Ape Optimizer: A p-Power Adaptive Filter-Based Approach for Deep Learning Optimization

Author(s): Y. Jin, H. Yang, X. Wang, Y. Xu, Z. Zhang

Pages: 673 - 685

13) Granular Ball-Guided Disambiguation for Partial Multilabel Feature Selection via Maximum Consistency Minimum Uncertainty

Author(s): F. Xu, W. Qian, W. Shu, J. Huang, W. Ding, S. Xia

Pages: 686 - 700

14) On Continuity of Robust and Accurate Classifiers

Author(s): R. Barati, R. Safabakhsh, M. Rahmati

Pages: 701 - 710

15) Multimodal Quaternion Representation Network for Multisource Remote Sensing Data Classification

Author(s): Y. -L. Wei, H. -C. Li, J. -L. Wang, Y. -B. Zheng, J. Pan, Q. Du

Pages: 711 - 725

16) A Novel Pattern Learning Framework With Enhanced Scalability for Continuous Optimization

Author(s): J. Qin, Y. Mo, H. Liu, Z. -H. Zhan, W. Yu

Pages: 726 - 740

17) Mars Express Orbiter Power Consumption Prediction Based on Bionic Hierarchical Learning Network

Author(s): Z. Qian, Z. Chen, E. Pan

Pages: 741 - 752

18) An Empirical Study of Federated Learning on IoT–Edge Devices: Resource Allocation and Heterogeneity

Author(s): K. -S. Wong, D. -M. Nguyen, K. Le, L. Ho, C. Do, D. Le-Phuoc

Pages: 753 - 765

19) Unbiased Semantic Decoding With Vision Foundation Models for Few-Shot Segmentation

Author(s): J. Wang, B. Zhang, J. Pang, W. Liu, B. Liu, H. Chen

Pages: 766 - 780

20) FedMPS: Federated Learning in a Synergy of Multi-Level Prototype-Based Contrastive Learning and Soft Label Generation

Author(s): W. Yang, X. Hu, X. Zhu, R. Wu, W. Pedrycz, X. Liu, J. Huang

Pages: 781 - 794

21) Optimizing the Output of Long Short-Term Memory Cell for High-Frequency Forecasting in Financial Markets

Author(s): A. Ntakaris, M. Gabbouj, J. Kanniainen

Pages: 795 - 808

22) Lightweight Reparameterizable Integral Neural Networks for Mobile Applications

Author(s): J. Lin, X. Li, B. Ren, X. Hao, Q. Wang, Y. Yao

Pages: 809 - 821

23) Optical-Cue-Guided Diffusion Probabilistic Model for Reflection Removal

Author(s): F. Zhang, Y. Li, X. Chang

Pages: 822 - 835

24) Modal Detection Informed Classification Evaluation via Ensemble Networks for Expensive Constrained Multimodal Optimization

Author(s): K. Yu, F. Chen, M. Yu, J. Liang, K. Chen

Pages: 836 - 850

25) FedNK-RF: Federated Kernel Learning With Heterogeneous Data and Optimal Rates

Author(s): X. Zhang, J. Li, R. Yin, W. Wang

Pages: 851 - 863

26) Three-Dimensional Multiobject Tracking Based on Voxel Masking Encoder and Deep Hashing Paradigm

Author(s): S. Li, Z. Chen, H. Li, Y. Tao, Y. Gao, J. Yan

Pages: 864 - 877

27) Learning Counterfactual Fair Representation Under Covariate Shift via Reflux

Author(s): Y. Xia, X. Zhang, Z. Li

Pages: 878 - 892

28) Feature Enhancement Module Based on Class-Centric Loss for Fine-Grained Visual Classification

Author(s): D. Wang, H. Xinyu, S. Lyu, W. Tian, Y. Lu

Pages: 893 - 906

29) Unsupervised Skill Discovery Through Skill Regions Differentiation

Author(s): T. Xiao, J. Zheng, R. Yang, K. Xu, Q. Zhang, P. Liu, Z. Wang, C. Bai

Pages: 907 - 921

30) Sparse Mixture of Mambas for Domain Generalized Atomic Electron Tomography Augmentation

Author(s): Y. Yu, J. Yuan, X. Zhong, Q. Zhao, W. Luo, L. Mai

Pages: 922 - 936

31) Targeted Mining of Time-Interval Related Patterns

Author(s): S. Liang, L. Chen, W. Gan, P. S. Yu, S. Zhao

Pages: 937 - 950

32) Theoretical Convergence Analysis and Initialization Comparisons of Deep Soft-Thresholding Networks

Author(s): C. Xiong, M. Zhang, T. Wei, Y. Huang, J. Cao, Q. Cai, Z. Chen, X. Qu

Pages: 951 - 965

33) HKANLP: Link Prediction With Hyperspherical Embeddings and Kolmogorov–Arnold Networks

Author(s): W. Zhang, W. Fan, W. Su, N. Bouguila

Pages: 966 - 980

34) A Mathematical Certification for Positivity Conditions in Neural Networks With Applications to Partial Monotonicity and Trustworthy AI

Author(s): A. Polo-Molina, D. Alfaya, J. Portela

Pages: 981 - 996

35) A Self-Supervised Learning Framework for Soft Robot Proprioception

Author(s): D. Hu, H. Dong, F. Giorgio-Serchi, Y. Yang

Pages: 997 - 1003

Wednesday, January 21, 2026

IEEE Transactions on Neural Networks and Learning Systems, Volume 37, Issue 1, January 2026

1) Privacy-Preserving Video Anomaly Detection: A Survey

Author(s): Yang Liu, Siao Liu, Xiaoguang Zhu, Hao Yang, Jielin Li, Juncen Guo, Liangyu Teng, Dingkang Yang, Yan Wang, Jing Liu

Pages: 2 - 21

2) SSPPI: Cross-Modality Enhanced Protein–Protein Interaction Prediction From Sequence and Structure Perspectives

Author(s): Xiangpeng Bi, Wenjian Ma, Huasen Jiang, Weigang Lu, Zhiqiang Wei, Shugang Zhang

Pages: 22 - 36

3) Integrating Clinical Knowledge Graphs and Gradient-Based Neural Systems for Enhanced Melanoma Diagnosis via the Seven-Point Checklist

Author(s): Yuheng Wang, Tianze Yu, Jiayue Cai, Sunil Kalia, Harvey Lui, Z. Jane Wang, Tim K. Lee

Pages: 37 - 51

4) Fine-Grained Audio–Visual Event Localization

Author(s): Baoyu Fan, Lu Liu, Xiaochuan Li, Runze Zhang, Liang Jin, Jin Zhang

Pages: 52 - 66

5) DSPFL: A Deep-Layer Sign Sharing Personalized Federated Learning Scheme for Mitigating Poisoning Attacks

Author(s): Chenhao Xu, Nasrin Sohrabi, Youyang Qu, Hai Dong, Zahir Tari, Xun Yi

Pages: 67 - 81

6) Robust Missing Value Imputation With Proximal Optimal Transport for Low-Quality IIoT Data

Author(s): Hao Wang, Zhichao Chen, Yuan Shen, Hui Zheng, Degui Yang, Dangjun Zhao, Buge Liang

Pages: 82 - 94

7) Multiagent Inductive Policy Optimization

Author(s): Yubo Huang, Xiaowei Zhao

Pages: 95 - 106

8) Efficient High-Dimensional Learning With Adaptive Gaussian RBF Networks

Author(s): Xiaoyu Gao, Xuetao Xie, Jian Wang, Sergey V. Ablameyko, Nikhil R. Pal

Pages: 107 - 121

9) Recurrent Network Expansion for Class Incremental Learning

Author(s): Kai Jiang, Xueru Bai, Feng Zhou

Pages: 122 - 135

10) Contrastive Federated Learning for Graph Anomaly Detection

Author(s): Hui Fang, Yang Gao, Peng Zhang, Sheng Zhou, Hongyang Chen, Jiajun Bu, Haishuai Wang

Pages: 136 - 147

11) Robust PID-Type Iterative Learning Control for Nonlinear Square and Nonsquare Systems

Author(s): Kechao Xu, Bo Meng, Zhen Wang, Xia Huang

Pages: 148 - 160

12) Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning

Author(s): Teresa Salazar, João Gama, Helder Araújo, Pedro Henriques Abreu

Pages: 161 - 175

13) Toward an Effective Action-Region Tracking Framework for Fine-Grained Video Action Recognition

Author(s): Baoli Sun, Yihan Wang, Xinzhu Ma, Zhihui Wang, Kun Lu, Zhiyong Wang

Pages: 176-190

14) Expandable Residual Approximation for Knowledge Distillation

Author(s): Zhaoyi Yan, Binghui Chen, Yunfan Liu, Qixiang Ye

Pages: 191 - 203

15) Long-Tail Class Incremental Learning via Bias Calibration With Application to Continuous Fault Diagnosis

Author(s): Dongyue Chen, Zongxia Xie, Wenlong Yu, Qinghua Hu

Pages: 204 - 218

16) A Decomposition Optimization-Based Multiobjective Reinforcement Learning Algorithm for Obtaining Nonconvex Pareto Fronts

Author(s): Tianyang Li, Ying Meng, Lixin Tang

Pages: 219 - 232

17) Evidential Graph Contrastive Alignment for Source-Free Blending-Target Domain Adaptation

Author(s): Juepeng Zheng, Guowen Li, Yibin Wen, Jinxiao Zhang, Runmin Dong, Haohuan Fu

Pages: 233 - 246

18) Nesterov Accelerated Gradient Tracking With Adam for Distributed Online Optimization

Author(s): Yanxu Su, Qingyang Sheng, Xiasheng Shi, Chaoxu Mu, Changyin Sun

Pages: 247 - 260

19) Virtual Target-Oriented Neural Learning for Robust Optimal Tracking Control of Discrete Strict-Feedback Systems

Author(s): Ying Yan, Huaguang Zhang, Jiayue Sun, Zhongyang Ming

Pages: 261 - 273

20) Incremental Learning for Defect Segmentation With Efficient Transformer Semantic Complement

Author(s): Xiqi Li, Zhifu Huang, Ge Ma, Yu Liu

Pages: 274 - 283

21) Koopman-Driven Linearized Model-Based Offline Planning With Application to Freeway Ramp Metering

Author(s): Tao Zhou, Chuanye Gu, Chee Peng Lim, Jinlong Yuan

Pages: 284 - 298

22) Spatial–Temporal Diffusion Model for Matrix Factorization

Author(s): Chenxi Tian, Wenming Wu, Lingling Li, Xu Liu, Fang Liu, Wenping Ma, Licheng Jiao, Shuyuan Yang

Pages: 299 - 311

23) Bicriteria Policy Optimization for High-Accuracy Reinforcement Learning

Author(s): Guojian Zhan, Xiangteng Zhang, Feihong Zhang, Letian Tao, Shengbo Eben Li

Pages: 312 - 326

24) Adaptive Modality Balanced Online Knowledge Distillation for Brain–Eye–Computer-Based Dim Object Detection

Author(s): Zixing Li, Chao Yan, Zhen Lan, Xiaojia Xiang, Han Zhou, Jun Lai, Dengqing Tang

Pages: 327 - 341

25) Peak-Padding: Clustering by Padding Density Peaks With the Minimum Padding Cost

Author(s): Junyi Guan, Bingbing Jiang, Weiguo Sheng, Yangyang Zhao, Sheng Li, Xiongxiong He

Pages: 342 - 356

26) AMAP: Automatic Multihead Attention Pruning by Similarity-Based Pruning Indicator

Author(s): Eunho Lee, Youngbae Hwang

Pages: 357 - 370

27) Enhancing Reinforcement Learning With Cross-Domain Knowledge Transfer via Seeded Graph Matching

Author(s): Gengzhi Zhang, Liang Feng, Xuefeng Chen, Ke Tang, Kay Chen Tan

Pages: 371 - 385

28) Channelwise Regional Integrate and Multiple Firing Neuron: Improving the Spatiotemporal Learning of Spiking Neural Networks

Author(s): Mincheng Cai, Quan Liu, Kun Chen, Li Ma

Pages: 386 - 400

29) Restoring Noisy Demonstration for Imitation Learning With Diffusion Models

Author(s): Shang-Fu Chen, Co Yong, Shao-Hua Sun

Pages: 401 - 413

30) Time Series Classification Based on Supervised Contrastive Learning and Homoscedastic Uncertainty

Author(s): Tao Zhang, Ke Li, Shaofan Wang

Pages: 414 - 427

31) Distill to Delete: Unlearning in Graph Networks With Knowledge Distillation

Author(s): Yash Sinha, Murari Mandal, Mohan Kankanhalli

Pages: 428 - 437

32) Physics-Guided Time-Interactive-Frequency Network for Cross-Domain Few-Shot Hyperspectral Image Classification

Author(s): Jiaojiao Li, Hailong Wu, Rui Song, Haitao Xu, Yunsong Li, Qian Du

Pages: 438 - 452

33) DMutDE: Dual-View Mutual Distillation Framework for Knowledge Graph Embeddings

Author(s): Ruizhou Liu, Zhe Wu, Yiling Wu, Zongsheng Cao, Qianqian Xu, Qingming Huang

Pages: 453 - 466

34) Theoretical Advances on Stochastic Configuration Networks

Author(s): Xiufeng Yan, Dianhui Wang, Ivan Y. Tyukin

Pages: 467 - 481

35) Robust Fine-Grained Visual Categorization via Cyclical Attention

Author(s): Bin Kang, Dong Liang, Daoyuan Chen, Tianyu Ding, Mingqiang Wei

Pages: 482 - 496

36) A Unified Framework for Matrix Backpropagation

Author(s): Gatien Darley, Stéphane Bonnet

Pages: 497 - 503

Friday, December 12, 2025

IEEE Transactions on Neural Networks and Learning Systems, Volume 36, Issue 12, December 2025

1) A Novel Approach for Perceptions of Physician Decision-Making and Latent Topic Refinement in Large Language Model-Enhanced Medical Dialog Generation

Author(s): Jinli Zhang, Junzhe Jiang, Fenglong Ma, Zongli Jiang, Qi Tan, Yongcheng Zhou

Pages: 19974 - 19985

2) Segment Any Cell: A SAM-Based Auto-Prompting Fine-Tuning Framework for Nuclei Segmentation

Author(s): Saiyang Na, Yuzhi Guo, Feng Jiang, Hehuan Ma, Jean Gao, Junzhou Huang

Pages: 19986 - 19995

3) MBUNeXt: Multibranch Encoder Aggregation Network Based on Layer-Fusion Strategy for Multimodal Brain Tumor Segmentation

Author(s): Qinghao Liu, Yuehao Zhu, Min Liu, Zhao Yao, Yaonan Wang, Erik Meijering

Pages: 19996 - 20008

4) Bidirectional Multiscale Efficient Dilated Convolutional Recurrent Neural Network Improved by Swarm Intelligence Optimization

Author(s): Qinwei Fan, Shuai Zhao, Jacek M. Zurada, Tingwen Huang, Xiaolong Qin, Rui Zhang

Pages: 20009 - 20023

5) A Bioinspired Deep Learning Framework for Saliency-Based Image Quality Assessment

Author(s): Huasheng Wang, Yueran Ma, Hongchen Tan, Xiaochang Liu, Ying Chen, Hantao Liu

Pages: 20024 - 20034

6) Conv4Rec: A 1-by-1 Convolutional Autoencoder for User Profiling Through Joint Analysis of Implicit and Explicit Feedback

Author(s): Antoine Ledent, Petr Kasalický, Rodrigo Alves, Hady W. Lauw

Pages: 20035 - 20049

7) Hyperbolic Hierarchical Representation Learning for Generalized Category Discovery

Author(s): Yu Duan, Feiping Nie, Huimin Chen, Zhanxuan Hu, Rong Wang, Xuelong Li

Pages: 20050 - 20064

8) Strategic Evolutionary Reinforcement Learning With Operator Selection and Experience Filter

Author(s): Kaitong Zheng, Ya-Hui Jia, Kejiang Ye, Wei-Neng Chen

Pages: 20065 - 20079

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