1) Guest Editorial: Special Section on Fuzzy Large Models: Bridging Uncertainty and CreativityAuthor(s): H. Yu, Q. Liu, W. Pedrycz, J. LuPages: 1039 – 1040
2) FMA-Net: Fuzzy Mutual Attention Networks for Fine-Grained Image RecognitionAuthor(s): H. Huang, J. -H. Lee, S. -K. Oh, Z. Fu, J. H. Yoon, W. PedryczPages: 1041 – 1052
3) Modeling Contexts in Trade-off Total Cost and Customer Satisfaction VRP via Large Language ModelsAuthor(s): H. -W. Ding, Z. -S. Chen, Y. Yang, W. DingPages: 1053 – 1063
4) Auditing Partial Dataset Usage in Large Language Models via Fuzzy Membership AggregationAuthor(s): H. Zhu, S. Liang, B. Chen, S. -L. Wang, Z. Zhang, W. DingPages: 1064 – 1078
5) A Fuzzy Large TabNet-Based Model and Its Distillation Learning for Noisy-Labeled Data via Consequent Additive DecompositionAuthor(s): Y. Li, C. -M. Vong, S. WangPages: 1079 – 1094
6) LLM-Driven Multimodal Knowledge Graph Construction for Industrial Process With Prompt Optimization and Fuzzy RAGAuthor(s): S. Xie, T. Yang, Y. Xie, H. Ying, Z. WuPages: 1095 – 1108
7) Multiagent Fuzzy Reinforcement Learning With LLM for Cooperative Navigation of Endovascular RoboticsAuthor(s): T. Yao, Y. Xu, H. Wang, X. Qiu, K. Althoefer, P. QiPages: 1109 – 1119
8) CoLLM: Industrial Large–Small Model Collaboration With Fuzzy Decision-Making Agent and Self-ReflectionAuthor(s): H. Wang, L. Ren, T. Zhao, L. JiaoPages: 1120 – 1130
9) External Retrievals or Internal Priors? From RAG to Epitome-Augmented Generation by Fuzzy SelectionAuthor(s): K. He, J. Xu, Q. Lin, W. Wang, Z. Gao, J. Wu, Y. Huang, M. FengPages: 1131 – 1143
10) Incorporating Large Vision Model Distillation and Fuzzy Perception for Improving Disease DiagnosisAuthor(s): Z. Gao, Q. Lin, H. Wen, B. Pu, M. Feng, K. LiPages: 1144 – 1154
11) Constraints Always Satisfied Parameters (CASPs) for Fuzzy Sets OptimizationAuthor(s): C. Chen, J. M. Mendel, J. M. GaribaldiPages: 1155 – 1164
12) Fuzzy Language Gaussian SplattingAuthor(s): J. Ding, Z. Wang, Y. Liu, H. Zhu, J. Yang, M. Tan, Z. YuPages: 1165 – 1174
13) FGM-MLSD: A Fuzzy Region Competition and Gaussian Mixture Segment Model via Modified Line Segment Detector Model for Airport Object Saliency Detection in Remote Sensing ImagesAuthor(s): S. Yin, L. Wang, A. A. Laghari, L. Teng, G. Srivastava, A. Almadhor, T. R. GadekalluPages: 1175 – 1186
14) Spatio-Temporal Gaze Regularity-Guided Dynamic Fuzzy Bayesian Network for Intention InferenceAuthor(s): Z. Yin, Z. Wan, S. Wu, Q. Zhu, S. Agaian, X. W. SunPages: 1187 – 1201
15) A Knowledge-Guided Feature Fusion and Fuzzy Decision Integration Model for ECG-Based Cardiovascular Disease DiagnosisAuthor(s): Y. Chen, S. Gao, J. Yang, T. Zhou, F. Fu, W. DingPages: 1202 – 1216
16) Energy-Efficiency-Aware Fixed-Time Consensus Control for Distributed PMSM SystemsAuthor(s): Z. Liu, H. Zhang, J. Sun, Z. LiangPages: 1217 – 1228
17) Interval-Observer-Based Zonotopic Residual Fault Detection and Isolation for Lipschitz Nonlinear T-S Fuzzy SystemsAuthor(s): Y. Gao, Z. -Y. Wang, Y. Wang, Z. -H. Wang, J. H. ParkPages: 1229 – 1241
18) DDHRPS: A Data-Driven Hierarchical Method for Constructing Random Permutation Set From the Perspective of Layer-2 Belief StructureAuthor(s): L. Chen, X. Zhou, P. Gao, Z. Deng, Y. Yang, Y. Wu, P. D’UrsoPages: 1242 – 1255
19) Autonomous Online Multistream Generalization via Fuzzy Joint Discriminant AnalysisAuthor(s): E. Yu, J. Lu, X. Yang, G. ZhangPages: 1256 – 1268
20) Relevancy-Reinforced Feature Selections Using Three-Improved Uncertainty Measures Based on Three-Way Fuzzy Multineighborhood GranulationsAuthor(s): X. Zhang, Q. Wang, D. MiaoPages: 1269 – 1281
21) Bilevel Consensus in Large-Scale Group Decision Making: Integrating Structural Holes and Community DynamicsAuthor(s): Z. Hua, S. Xu, J. Wang, J. Liu, L. MartinezPages: 1282 – 1294
22) Fuzzy Knowledge Perception With Fault Tolerance and Brain-Inspired Reasoning for Diagnosis of Ultrasound ImagesAuthor(s): Q. Huang, S. Gao, G. Li, W. WangPages: 1295 – 1306
23) Adaptively Weighted Residual-Driven Fuzzy $C$-Means for Image Segmentation in Presence of Mixed or Unknown NoiseAuthor(s): J. Jing, S. Qu, C. Wang, X. LiPages: 1307 – 1320
24) Target-Oriented Autonomous Fuzzy Model Adaptation in Multimodal TransferAuthor(s): K. Li, J. Lu, H. ZuoPages: 1321 – 1334
25) Trend-Aware-Based Type-2 Vector Fuzzy Neural Network for Nonlinear System IdentificationAuthor(s): C. Sun, F. Fang, X. Wu, H. HanPages: 1335 – 1348
26) Knowledge Calibration Fusion and Label Space Graph Regularization-Based Multicenter Fuzzy SystemsAuthor(s): C. Wang, P. Qian, W. Cai, J. Yao, Y. -Z. Jiang, W. Hu, E. -Y. -K. Ng, S. WangPages: 1349 – 1360
27) The Shapley Value of Cooperative Games on Concept Lattices With the Worth of Coalitions Represented by Intuitionistic Fuzzy ValuesAuthor(s): L. Li, Q. Wang, Y. She, X. Feng, C. ChenPages: 1361 – 1371
28) Toward a Standardized Benchmark for EEG-Based Mobile Robots: A Fuzzy Comprehensive Evaluation FrameworkAuthor(s): H. Li, Y. Chen, W. NiPages: 1372 – 1384