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

9) CRL: An Efficient Autonomous Exploration Framework for Large-Scale Environments With Contrastive-Driven Reinforcement Learning

Author(s): Benke Gao, Hao Chen, Quan Liu, Hanqiang Deng, Jian Huang, Yan-Jun Liu

Pages: 20080 - 20091

10) Surfer: A World Model-Based Framework for Vision-Language Robot Manipulation

Author(s): Pengzhen Ren, Kaidong Zhang, Hetao Zheng, Zixuan Li, Yuhang Wen, Fengda Zhu, Shikui Ma, Xiaodan Liang

Pages: 20092 - 20104

11) When to Align: Dynamic Behavior Consistency for Multiagent Systems via Intrinsic Rewards

Author(s): Kunyang Lin, Yufeng Wang, Peihao Chen, Runhao Zeng, Yinjie Lei, Siyuan Zhou, Qing Du, Mingkui Tan, Chuang Gan

Pages: 20105 - 20119

12) Satellite Pose Set Estimation by Uncertainty-Guided Conformal Keypoint Detection

Author(s): Jinghao Wang, Zhang Li, Cong Sun, Yulan Guo, Zi Wang, Qifeng Yu

Pages: 20120 - 20132

13) Soft Sensing for Time Series With Irregular Sampling Internals Based on a Denoising Interval Attention LSTM Network

Author(s): Yuchen He, Xueqin Yang, Lijuan Qian, Le Yao, Lingjian Ye, Ping Wu, Gangyue Ye, Weirong Ye, Yafang Shen

Pages: 20133 - 20145

14) Regret Minimization in Population Network Games: Vanishing Heterogeneity and Convergence to Equilibria

Author(s): Die Hu, Shuyue Hu, Chunjiang Mu, Shiqi Fan, Chen Chu, Jinzhuo Liu, Zhen Wang

Pages: 20146 - 20156

15) Adaptive Learning Rate Methods for Complex-Valued Neural Networks

Author(s): Kayol S. Mayer, Jonathan A. Soares, Ariadne A. Cruz, Dalton S. Arantes

Pages: 20157 - 20170

16) DLCNN: A Deep Logic Convolutional Network for Interpretable Fault Diagnosis of Hoist Mechanism on Ship-to-Shore Cranes

Author(s): Xiaoqiang Liao, Dong Wang, Xinguo Ming, Min Xia

Pages: 20171 - 20183

17) DA-PFL: Dynamic Affinity Aggregation in Personalized Federated Learning Under Class Imbalance

Author(s): Xu Yang, Jiyuan Feng, Yongxin Tong, Lingzhi Wang, Songyue Guo, Binxing Fang, Qing Liao

Pages: 20184 - 20198

18) Generalizable Offline Multiobjective Reinforcement Learning via Preference-Conditioned Diffuser

Author(s): Yuchen Xiao, Lei Yuan, Lihe Li, Ziqian Zhang, Yichen Li, Yang Yu

Pages: 20199 - 20213

19) Geometric Deep Learning for the Rubik’s Cube Group

Author(s): Martin Krutský, Gustav Šír

Pages: 20214 - 20228

20) IRPruneDeXt: Efficient Infrared Small Target Detection via Musical Wavelet-Regularized Channel Pruning

Author(s): Mingjin Zhang, Jin Feng, Handi Yang, Jie Guo, Yunsong Li, Xinbo Gao

Pages: 20229 - 20242

21) Advancing Generalization in PINNs Through Latent-Space Representations

Author(s): Honghui Wang, Yifan Pu, Shiji Song, Gao Huang

Pages: 20243 - 20257

22) REaMA: Building Biomedical Relation Extraction Specialized Large Language Models Through Instruction Tuning

Author(s): Yidan Zhang, Junlin Yu, Guobo Li, Zhenan He, Gary G. Yen

Pages: 20258 - 20272

23) Progressive Structure Preservation and Detail Refinement for Remote Sensing Single-Image Super-Resolution

Author(s): Wei-Yen Hsu, Shih-Hao Huang

Pages: 20273 - 20287

24) DDCNet: Advanced Decoupling of Degradation and Content for Adverse Weather Image Restoration

Author(s): Xi Wang, Xueyang Fu, Yurui Zhu, Zheng-Jun Zha

Pages: 20288 - 20301

25) Joint Trajectory Replanning for Mars Ascent Vehicle Under Propulsion System Faults: A Suboptimal Learning-Based Warm-Start Approach

Author(s): Kun Li, Guangtao Ran, Yanning Guo, Ju H. Park, Yao Zhang

Pages: 20302 - 20314

26) Extrapolation Convolution for Data Prediction on a 2-D Grid: Bridging Spatial and Frequency Domains With Applications in Image Outpainting and Compressed Sensing

Author(s): Vazim Ibrahim, Faouzi Alaya Cheikh, Vijayan K. Asari, Joseph Suresh Paul

Pages: 20315 - 20327

27) Constraint-Driven Causal Representation Learning for Vigilance Robust Estimation in Brain–Computer Interface

Author(s): Xuan Zhang, Wang Zheng, Zhigang Li, Yi Yang, Weijia Liu, Hongxin Cai, Junru Zhu, Jingyu Liu, Bin Hu, Qunxi Dong

Pages: 20328 - 20342

28) ReCL: A Plug-and-Play Module for Enhancing Generalized Category Discovery Using Transport-Based Method to Uncover the Relationship in Samples

Author(s): Pinzhuo Tian, Qiubo Ma, Hang Yu, Jie Lu

Pages: 20343 - 20356

29) Robust Multivariate Time Series Forecasting Against Intraseries and Interseries Transitional Shift

Author(s): Hui He, Qi Zhang, Kun Yi, Xiaojun Xue, Shoujin Wang, Liang Hu, Longbing Cao

Pages: 20357 - 20370

30) Event-Triggered Mixed Nonzero-Sum Game Optimal Control for Modular Robotic Manipulator Performing Coordinated Operation Tasks

Author(s): Tianjiao An, Xiaogang Dong, Bo Dong, Hucheng Jiang, Lei Liu, Bing Ma

Pages: 20371 - 20385

31) Information-State-Based Reinforcement Learning for the Control of Partially Observed Nonlinear Systems

Author(s): Raman Goyal, Mohamed Naveed Gul Mohamed, Ran Wang, Aayushman Sharma, Suman Chakravorty

Pages: 20386 - 20400

32) Toward the Extension and Enhanced Representation for Ambiguous Query With Search Heterogeneous Graph Learning

Author(s): Youli Fang, Guosun Zeng

Pages: 20401 - 20415

33) Knowledge-GPT Guided Generalizable Reinforcement Learning for Intelligent Emergency Generator Tripping in Power System

Author(s): Bing Wang, Tianjing Wang, Yong Tang, Yanhao Huang

Pages: 20416 - 20428

34) Continual Diffuser (CoD): Mastering Continual Offline RL With Experience Rehearsal

Author(s): Jifeng Hu, Li Shen, Sili Huang, Zhejian Yang, Hechang Chen, Lichao Sun, Yi Chang, Dacheng Tao

Pages: 20429 - 20443

35) Observer-Based Event-Triggered Fault-Tolerant Synchronization for Memristive Neural Networks Subject to Multiple Failures

Author(s): Mingxin Wang, Song Zhu, Xiaoyang Liu, Shiping Wen, Chaoxu Mu

Pages: 20444 - 20456

36) Attribute Prompt Alignment Network for Zero-Shot Learning

Author(s): Guo-Sen Xie, Junyi Li, Ting Guo, Xiangbo Shu, Fang Zhao, Zheng Zhang, Ling Shao

Pages: 20457 - 20463

37) A Fast Wang kWTA With Application in Sealed-Bid Uniform Price Auction

Author(s): John Sum, Chi-Sing Leung, Janet Chun-Chi Chang

Pages: 20464 - 20469