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 GenerationAuthor(s): Jinli Zhang, Junzhe Jiang, Fenglong Ma, Zongli Jiang, Qi Tan, Yongcheng ZhouPages: 19974 – 199852) Segment Any Cell: A SAM-Based Auto-Prompting Fine-Tuning Framework for Nuclei SegmentationAuthor(s): Saiyang Na, Yuzhi Guo, Feng Jiang, Hehuan Ma, Jean Gao, Junzhou HuangPages: 19986 – 199953) MBUNeXt: Multibranch Encoder Aggregation Network Based on Layer-Fusion Strategy for Multimodal Brain Tumor SegmentationAuthor(s): Qinghao Liu, Yuehao Zhu, Min Liu, Zhao Yao, Yaonan Wang, Erik MeijeringPages: 19996 – 200084) Bidirectional Multiscale Efficient Dilated Convolutional Recurrent Neural Network Improved by Swarm Intelligence OptimizationAuthor(s): Qinwei Fan, Shuai Zhao, Jacek M. Zurada, Tingwen Huang, Xiaolong Qin, Rui ZhangPages: 20009 – 200235) A Bioinspired Deep Learning Framework for Saliency-Based Image Quality AssessmentAuthor(s): Huasheng Wang, Yueran Ma, Hongchen Tan, Xiaochang Liu, Ying Chen, Hantao LiuPages: 20024 – 200346) Conv4Rec: A 1-by-1 Convolutional Autoencoder for User Profiling Through Joint Analysis of Implicit and Explicit FeedbackAuthor(s): Antoine Ledent, Petr Kasalický, Rodrigo Alves, Hady W. LauwPages: 20035 – 200497) Hyperbolic Hierarchical Representation Learning for Generalized Category DiscoveryAuthor(s): Yu Duan, Feiping Nie, Huimin Chen, Zhanxuan Hu, Rong Wang, Xuelong LiPages: 20050 – 200648) Strategic Evolutionary Reinforcement Learning With Operator Selection and Experience FilterAuthor(s): Kaitong Zheng, Ya-Hui Jia, Kejiang Ye, Wei-Neng ChenPages: 20065 – 200799) CRL: An Efficient Autonomous Exploration Framework for Large-Scale Environments With Contrastive-Driven Reinforcement LearningAuthor(s): Benke Gao, Hao Chen, Quan Liu, Hanqiang Deng, Jian Huang, Yan-Jun LiuPages: 20080 – 2009110) Surfer: A World Model-Based Framework for Vision-Language Robot ManipulationAuthor(s): Pengzhen Ren, Kaidong Zhang, Hetao Zheng, Zixuan Li, Yuhang Wen, Fengda Zhu, Shikui Ma, Xiaodan LiangPages: 20092 – 2010411) When to Align: Dynamic Behavior Consistency for Multiagent Systems via Intrinsic RewardsAuthor(s): Kunyang Lin, Yufeng Wang, Peihao Chen, Runhao Zeng, Yinjie Lei, Siyuan Zhou, Qing Du, Mingkui Tan, Chuang GanPages: 20105 – 2011912) Satellite Pose Set Estimation by Uncertainty-Guided Conformal Keypoint DetectionAuthor(s): Jinghao Wang, Zhang Li, Cong Sun, Yulan Guo, Zi Wang, Qifeng YuPages: 20120 – 2013213) Soft Sensing for Time Series With Irregular Sampling Internals Based on a Denoising Interval Attention LSTM NetworkAuthor(s): Yuchen He, Xueqin Yang, Lijuan Qian, Le Yao, Lingjian Ye, Ping Wu, Gangyue Ye, Weirong Ye, Yafang ShenPages: 20133 – 2014514) Regret Minimization in Population Network Games: Vanishing Heterogeneity and Convergence to EquilibriaAuthor(s): Die Hu, Shuyue Hu, Chunjiang Mu, Shiqi Fan, Chen Chu, Jinzhuo Liu, Zhen WangPages: 20146 – 2015615) Adaptive Learning Rate Methods for Complex-Valued Neural NetworksAuthor(s): Kayol S. Mayer, Jonathan A. Soares, Ariadne A. Cruz, Dalton S. ArantesPages: 20157 – 2017016) DLCNN: A Deep Logic Convolutional Network for Interpretable Fault Diagnosis of Hoist Mechanism on Ship-to-Shore CranesAuthor(s): Xiaoqiang Liao, Dong Wang, Xinguo Ming, Min XiaPages: 20171 – 2018317) DA-PFL: Dynamic Affinity Aggregation in Personalized Federated Learning Under Class ImbalanceAuthor(s): Xu Yang, Jiyuan Feng, Yongxin Tong, Lingzhi Wang, Songyue Guo, Binxing Fang, Qing LiaoPages: 20184 – 2019818) Generalizable Offline Multiobjective Reinforcement Learning via Preference-Conditioned DiffuserAuthor(s): Yuchen Xiao, Lei Yuan, Lihe Li, Ziqian Zhang, Yichen Li, Yang YuPages: 20199 – 2021319) Geometric Deep Learning for the Rubik’s Cube GroupAuthor(s): Martin Krutský, Gustav ŠírPages: 20214 – 2022820) IRPruneDeXt: Efficient Infrared Small Target Detection via Musical Wavelet-Regularized Channel PruningAuthor(s): Mingjin Zhang, Jin Feng, Handi Yang, Jie Guo, Yunsong Li, Xinbo GaoPages: 20229 – 2024221) Advancing Generalization in PINNs Through Latent-Space RepresentationsAuthor(s): Honghui Wang, Yifan Pu, Shiji Song, Gao HuangPages: 20243 – 2025722) REaMA: Building Biomedical Relation Extraction Specialized Large Language Models Through Instruction TuningAuthor(s): Yidan Zhang, Junlin Yu, Guobo Li, Zhenan He, Gary G. YenPages: 20258 – 2027223) Progressive Structure Preservation and Detail Refinement for Remote Sensing Single-Image Super-ResolutionAuthor(s): Wei-Yen Hsu, Shih-Hao HuangPages: 20273 – 2028724) DDCNet: Advanced Decoupling of Degradation and Content for Adverse Weather Image RestorationAuthor(s): Xi Wang, Xueyang Fu, Yurui Zhu, Zheng-Jun ZhaPages: 20288 – 2030125) Joint Trajectory Replanning for Mars Ascent Vehicle Under Propulsion System Faults: A Suboptimal Learning-Based Warm-Start ApproachAuthor(s): Kun Li, Guangtao Ran, Yanning Guo, Ju H. Park, Yao ZhangPages: 20302 – 2031426) Extrapolation Convolution for Data Prediction on a 2-D Grid: Bridging Spatial and Frequency Domains With Applications in Image Outpainting and Compressed SensingAuthor(s): Vazim Ibrahim, Faouzi Alaya Cheikh, Vijayan K. Asari, Joseph Suresh PaulPages: 20315 – 2032727) Constraint-Driven Causal Representation Learning for Vigilance Robust Estimation in Brain–Computer InterfaceAuthor(s): Xuan Zhang, Wang Zheng, Zhigang Li, Yi Yang, Weijia Liu, Hongxin Cai, Junru Zhu, Jingyu Liu, Bin Hu, Qunxi DongPages: 20328 – 2034228) ReCL: A Plug-and-Play Module for Enhancing Generalized Category Discovery Using Transport-Based Method to Uncover the Relationship in SamplesAuthor(s): Pinzhuo Tian, Qiubo Ma, Hang Yu, Jie LuPages: 20343 – 2035629) Robust Multivariate Time Series Forecasting Against Intraseries and Interseries Transitional ShiftAuthor(s): Hui He, Qi Zhang, Kun Yi, Xiaojun Xue, Shoujin Wang, Liang Hu, Longbing CaoPages: 20357 – 2037030) Event-Triggered Mixed Nonzero-Sum Game Optimal Control for Modular Robotic Manipulator Performing Coordinated Operation TasksAuthor(s): Tianjiao An, Xiaogang Dong, Bo Dong, Hucheng Jiang, Lei Liu, Bing MaPages: 20371 – 2038531) Information-State-Based Reinforcement Learning for the Control of Partially Observed Nonlinear SystemsAuthor(s): Raman Goyal, Mohamed Naveed Gul Mohamed, Ran Wang, Aayushman Sharma, Suman ChakravortyPages: 20386 – 2040032) Toward the Extension and Enhanced Representation for Ambiguous Query With Search Heterogeneous Graph LearningAuthor(s): Youli Fang, Guosun ZengPages: 20401 – 2041533) Knowledge-GPT Guided Generalizable Reinforcement Learning for Intelligent Emergency Generator Tripping in Power SystemAuthor(s): Bing Wang, Tianjing Wang, Yong Tang, Yanhao HuangPages: 20416 – 2042834) Continual Diffuser (CoD): Mastering Continual Offline RL With Experience RehearsalAuthor(s): Jifeng Hu, Li Shen, Sili Huang, Zhejian Yang, Hechang Chen, Lichao Sun, Yi Chang, Dacheng TaoPages: 20429 – 2044335) Observer-Based Event-Triggered Fault-Tolerant Synchronization for Memristive Neural Networks Subject to Multiple FailuresAuthor(s): Mingxin Wang, Song Zhu, Xiaoyang Liu, Shiping Wen, Chaoxu MuPages: 20444 – 2045636) Attribute Prompt Alignment Network for Zero-Shot LearningAuthor(s): Guo-Sen Xie, Junyi Li, Ting Guo, Xiangbo Shu, Fang Zhao, Zheng Zhang, Ling ShaoPages: 20457 – 2046337) A Fast Wang kWTA With Application in Sealed-Bid Uniform Price AuctionAuthor(s): John Sum, Chi-Sing Leung, Janet Chun-Chi ChangPages: 20464 – 20469