IEEE Transactions on Fuzzy Systems, Volume 34, Issue 4, April 2026

1) Guest Editorial: Special Section on Fuzzy Large Models: Bridging Uncertainty and Creativity

Author(s): H. Yu, Q. Liu, W. Pedrycz, J. Lu

Pages: 1039 - 1040

2) FMA-Net: Fuzzy Mutual Attention Networks for Fine-Grained Image Recognition

Author(s): H. Huang, J. -H. Lee, S. -K. Oh, Z. Fu, J. H. Yoon, W. Pedrycz

Pages: 1041 - 1052

3) Modeling Contexts in Trade-off Total Cost and Customer Satisfaction VRP via Large Language Models

Author(s): H. -W. Ding, Z. -S. Chen, Y. Yang, W. Ding

Pages: 1053 - 1063

4) Auditing Partial Dataset Usage in Large Language Models via Fuzzy Membership Aggregation

Author(s): H. Zhu, S. Liang, B. Chen, S. -L. Wang, Z. Zhang, W. Ding

Pages: 1064 - 1078

5) A Fuzzy Large TabNet-Based Model and Its Distillation Learning for Noisy-Labeled Data via Consequent Additive Decomposition

Author(s): Y. Li, C. -M. Vong, S. Wang

Pages: 1079 - 1094

6) LLM-Driven Multimodal Knowledge Graph Construction for Industrial Process With Prompt Optimization and Fuzzy RAG

Author(s): S. Xie, T. Yang, Y. Xie, H. Ying, Z. Wu

Pages: 1095 - 1108

7) Multiagent Fuzzy Reinforcement Learning With LLM for Cooperative Navigation of Endovascular Robotics

Author(s): T. Yao, Y. Xu, H. Wang, X. Qiu, K. Althoefer, P. Qi

Pages: 1109 - 1119

8) CoLLM: Industrial Large–Small Model Collaboration With Fuzzy Decision-Making Agent and Self-Reflection

Author(s): H. Wang, L. Ren, T. Zhao, L. Jiao

Pages: 1120 - 1130

9) External Retrievals or Internal Priors? From RAG to Epitome-Augmented Generation by Fuzzy Selection

Author(s): K. He, J. Xu, Q. Lin, W. Wang, Z. Gao, J. Wu, Y. Huang, M. Feng

Pages: 1131 - 1143

10) Incorporating Large Vision Model Distillation and Fuzzy Perception for Improving Disease Diagnosis

Author(s): Z. Gao, Q. Lin, H. Wen, B. Pu, M. Feng, K. Li

Pages: 1144 - 1154

11) Constraints Always Satisfied Parameters (CASPs) for Fuzzy Sets Optimization

Author(s): C. Chen, J. M. Mendel, J. M. Garibaldi

Pages: 1155 - 1164

12) Fuzzy Language Gaussian Splatting

Author(s): J. Ding, Z. Wang, Y. Liu, H. Zhu, J. Yang, M. Tan, Z. Yu

Pages: 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 Images

Author(s): S. Yin, L. Wang, A. A. Laghari, L. Teng, G. Srivastava, A. Almadhor, T. R. Gadekallu

Pages: 1175 - 1186

14) Spatio-Temporal Gaze Regularity-Guided Dynamic Fuzzy Bayesian Network for Intention Inference

Author(s): Z. Yin, Z. Wan, S. Wu, Q. Zhu, S. Agaian, X. W. Sun

Pages: 1187 - 1201

15) A Knowledge-Guided Feature Fusion and Fuzzy Decision Integration Model for ECG-Based Cardiovascular Disease Diagnosis

Author(s): Y. Chen, S. Gao, J. Yang, T. Zhou, F. Fu, W. Ding

Pages: 1202 - 1216

16) Energy-Efficiency-Aware Fixed-Time Consensus Control for Distributed PMSM Systems

Author(s): Z. Liu, H. Zhang, J. Sun, Z. Liang

Pages: 1217 - 1228

17) Interval-Observer-Based Zonotopic Residual Fault Detection and Isolation for Lipschitz Nonlinear T-S Fuzzy Systems

Author(s): Y. Gao, Z. -Y. Wang, Y. Wang, Z. -H. Wang, J. H. Park

Pages: 1229 - 1241

18) DDHRPS: A Data-Driven Hierarchical Method for Constructing Random Permutation Set From the Perspective of Layer-2 Belief Structure

Author(s): L. Chen, X. Zhou, P. Gao, Z. Deng, Y. Yang, Y. Wu, P. D’Urso

Pages: 1242 - 1255

19) Autonomous Online Multistream Generalization via Fuzzy Joint Discriminant Analysis

Author(s): E. Yu, J. Lu, X. Yang, G. Zhang

Pages: 1256 - 1268

20) Relevancy-Reinforced Feature Selections Using Three-Improved Uncertainty Measures Based on Three-Way Fuzzy Multineighborhood Granulations

Author(s): X. Zhang, Q. Wang, D. Miao

Pages: 1269 - 1281

21) Bilevel Consensus in Large-Scale Group Decision Making: Integrating Structural Holes and Community Dynamics

Author(s): Z. Hua, S. Xu, J. Wang, J. Liu, L. Martinez

Pages: 1282 - 1294

22) Fuzzy Knowledge Perception With Fault Tolerance and Brain-Inspired Reasoning for Diagnosis of Ultrasound Images

Author(s): Q. Huang, S. Gao, G. Li, W. Wang

Pages: 1295 - 1306

23) Adaptively Weighted Residual-Driven Fuzzy $C$-Means for Image Segmentation in Presence of Mixed or Unknown Noise

Author(s): J. Jing, S. Qu, C. Wang, X. Li

Pages: 1307 - 1320

24) Target-Oriented Autonomous Fuzzy Model Adaptation in Multimodal Transfer

Author(s): K. Li, J. Lu, H. Zuo

Pages: 1321 - 1334

25) Trend-Aware-Based Type-2 Vector Fuzzy Neural Network for Nonlinear System Identification

Author(s): C. Sun, F. Fang, X. Wu, H. Han

Pages: 1335 - 1348

26) Knowledge Calibration Fusion and Label Space Graph Regularization-Based Multicenter Fuzzy Systems

Author(s): C. Wang, P. Qian, W. Cai, J. Yao, Y. -Z. Jiang, W. Hu, E. -Y. -K. Ng, S. Wang

Pages: 1349 - 1360

27) The Shapley Value of Cooperative Games on Concept Lattices With the Worth of Coalitions Represented by Intuitionistic Fuzzy Values

Author(s): L. Li, Q. Wang, Y. She, X. Feng, C. Chen

Pages: 1361 - 1371

28) Toward a Standardized Benchmark for EEG-Based Mobile Robots: A Fuzzy Comprehensive Evaluation Framework

Author(s): H. Li, Y. Chen, W. Ni

Pages: 1372 - 1384

Powered by Blogger.