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 FutureAuthor(s): M. T. Khan, Y. Ding, G. GoussetisPages: 3503 – 3523
2) A Survey on Learning Motion Planning and Control for Mobile Robots: Toward Embodied IntelligenceAuthor(s): M. Wang, Y. Niu, B. Wang, W. Zhang, C. WangPages: 3524 – 3544
3) PosFormer: Generalizable Indoor Positioning via Global–Local Feature Fusion NetworkAuthor(s): X. Xiao, Z. Yao, X. Gao, M. Sheng, D. Peng, M. ZengPages: 3545 – 3558
4) Adversarial Augmentation With Maximum Discrepancy for Graph Contrastive LearningAuthor(s): C. Chen, X. Wei, Y. Zhang, W. YePages: 3559 – 3573
5) Seeing Clearly and Detecting Precisely: Perceptual Enhancement and Focus Calibration for Small-Object DetectionAuthor(s): Z. Zhu, Y. Yang, G. Qi, S. Li, H. Li, Y. LiuPages: 3574 – 3588
6) NeRF-MIR: Toward High-Quality Restoration of Masked Images With Neural Radiance FieldsAuthor(s): X. Huang, Z. Zhong, S. Chen, Y. Xu, J. Guan, S. ZhouPages: 3589 – 3603
7) Discovering Causality Representations in Graph Convolutional Network for Automated Assessment of Parkinsonian Hand Postural TremorAuthor(s): Y. Quan, R. Guo, J. Ren, C. Zhang, X. QianPages: 3604 – 3617
8) Cross-Scene Hyperspectral Image Classification via Bidirectional Mamba and Domain Mixing NetworkAuthor(s): J. Dang, C. Guo, M. Zhang, Y. Zhang, W. Jia, W. LiPages: 3618 – 3631
9) A Linearized Alternating Direction Multiplier Method for Federated Matrix Completion ProblemsAuthor(s): P. Hytla, T. T. A. Nghia, D. N. Phan, A. RicePages: 3632 – 3642
10) EEGMoE: A Domain-Decoupled Mixture-of-Experts Model for Self-Supervised EEG Representation LearningAuthor(s): X. Gao, D. Wang, Y. ZhaoPages: 3643 – 3655
11) Improved Spontaneous EEG Signal Decoding Efficiency by Function Predefined Convolutional Neural NetworkAuthor(s): B. Fu, F. Li, J. Li, Y. Ji, Y. Li, Y. Quan, L. Zhang, G. ShiPages: 3656 – 3668
12) An Attention-Assisted AI Model for Real-Time Underwater Sound Speed Estimation Leveraging Remote Sensing Sea Surface Temperature DataAuthor(s): P. Wu, W. Huang, Y. Shi, F. Yin, H. ZhangPages: 3669 – 3683
13) Gradient-Refined Federated Learning on Head-Tail Imbalanced DataAuthor(s): Y. Wang, H. Zhang, C. Xu, L. Gu, J. Zhang, T. Zeng, Z. GaoPages: 3684 – 3699
14) Where and How: Mining Convertible Outlying Aspect for Outlier InterpretationAuthor(s): L. Guan, L. Duan, X. Wang, Z. Li, H. WangPages: 3700 – 3714
15) PromptGCN: Bridging Subgraph Gaps in Lightweight GCNsAuthor(s): S. Ji, Y. Tian, F. Liu, X. Li, L. WuPages: 3715 – 3726
16) Structure-Enhanced Self-Supervised Weighted Information Bottleneck for Multiview ClusteringAuthor(s): Z. Lou, Y. Wu, K. Zhang, C. Zhang, B. Ji, S. HuPages: 3727 – 3740
17) Attention-Guided Low-Light Object Detection Based on Receptive Field With Adaptive Depth ConvolutionAuthor(s): J. Zhao, Y. Liu, F. Xie, L. Song, J. DingPages: 3741 – 3754
18) LoLDU: Low-Rank Adaptation via Lower-Diag-Upper Decomposition for Parameter-Efficient Fine-TuningAuthor(s): Y. Shi, Y. Wu, J. Wei, R. Ran, C. Sun, S. He, Y. YangPages: 3755 – 3768
19) An Adaptive Environment Generator for Effective Decision Region Enlargement in Deep Reinforcement LearningAuthor(s): W. Yin, G. ZhaoPages: 3769 – 3781
20) Mitigating LLM Hallucination Snowballing in Multiagent Systems via Context-Aware Semantic Consistency ReasoningAuthor(s): X. Xu, J. WuPages: 3782 – 3796
21) Cross-Image Federated Learning for Hyperspectral Image ClassificationAuthor(s): Z. Li, X. Zhang, L. Zheng, G. Wang, L. JiaoPages: 3797 – 3811
22) ATTE: An Innovative Ensemble Learning Method With Age-Group-Guided Fine-Tuning for Improving Personalized Blood Pressure EstimationAuthor(s): Y. Cen, H. Wang, X. Zhu, C. Miao, J. LuoPages: 3812 – 3826
23) MetaGrasp: Generalizable Dexterous Multifingered Functional Grasping With Gradual Skill Curriculum LearningAuthor(s): Y. Lv, Q. Chen, X. Lin, J. Li, W. Bai, Y. SunPages: 3827 – 3841
24) A2Net: Affiliation Alignment Networks for Whole-Body Pose Estimation With Vision–Language ModelsAuthor(s): L. Lin, Y. Wang, C. Zhu, J. ChenPages: 3842 – 3856
25) Heuristic Knowledge-Driven Spatio-Temporal Forecasting via MultigraphAuthor(s): X. Xiao, X. Xiang, X. Yang, Z. Jin, J. Xu, S. Wang, G. Mao, W. ShaoPages: 3857 – 3871
26) Virtual Domain-Guided Cross-Modal Distillation With Multiview Correlation Awareness for Domain-Specific Multimodal Neural Machine TranslationAuthor(s): Z. Hou, J. Guo, Z. YuPages: 3872 – 3886
27) Causal Graph Spatial–Temporal Autoencoder for Reliable and Interpretable Process MonitoringAuthor(s): X. Zhang, C. Song, W. Dai, Z. Zhang, K. Gao, F. GaoPages: 3887 – 3899
28) Egocentric Head Direction Encoding and Perception Model Based on an Adaptive Ring Attractor NetworkAuthor(s): Z. Chen, H. Wang, J. Li, G. Li, S. WangPages: 3900 – 3912
29) Decentralized Primal–Dual Optimization Without Global Lipschitz ContinuityAuthor(s): L. Wang, S. Yang, M. -L. ZhangPages: 3913 – 3927
30) Transformer Meets Gated Residual Networks to Enhance PICU’s PPG Artifact Detection Informed by Mutual Information Neural EstimationAuthor(s): T. -D. Le, C. Macabiau, K. Albert, S. Chatzinotas, P. Jouvet, R. NoumeirPages: 3928 – 3942
31) KSIQA: A Knowledge-Sharing Model for No-Reference Image Quality AssessmentAuthor(s): H. Wang, J. Liu, H. Tan, J. Lou, X. Liu, W. Zhou, Y. Chen, R. Whitaker, W. Colombo, H. LiuPages: 3943 – 3955
32) AquaticCLIP: A Vision-Language Foundation Model and Dataset for Underwater Scene AnalysisAuthor(s): B. Alawode, I. Iyappan Ganapathi, S. Javed, M. Bennamoun, A. MahmoodPages: 3956 – 3969
33) Class-Incremental Cloud-Device Collaborative Adaptation With Contrastive Learning in Dynamic Changing EnvironmentsAuthor(s): Y. Zeng, H. Ren, Y. Cai, Y. Li, Y. Wang, Q. LiPages: 3970 – 3984
34) Byzantine-Robust and Communication-Efficient Distributed Learning via Compressed Momentum FilteringAuthor(s): C. Liu, Y. Li, Y. Yi, K. H. JohanssonPages: 3985 – 3997
35) Resource-Efficient and Layer Interdependence-Aware CNN Pruning Leveraging Filter ReplacementAuthor(s): S. Tofigh, M. Askarizadeh, M. Omair Ahmad, M. N. S. Swamy, K. K. NguyenPages: 3998 – 4011