IEEE Transactions on Fuzzy Systems, Volume 34, Issue 2, February 2026

1) A Survey on Neural Network Prediction Based on Fuzzy Information Granules: Methods, Applications, and Future ChallengesAuthor(s): J. Zhan, X. Wu, W. Ding, W. PedryczPages: 347 – 367
2) Fuzzy Game-Theoretic Control Design for Uncrewed Ground Swarm Systems: An Integrated MethodAuthor(s): X. Zhao, Z. Cui, Y. -H. Chen, J. HuangPages: 368 – 381
3) Consensus Fuzzy Representation LearningAuthor(s): C. Zhang, L. Chen, W. Ding, K. Zhao, Y. -F. Yu, Z. Hao, W. BaiPages: 382 – 395
4) Takagi–Sugeno–Kang Fuzzy Systems With Iterated Projection Optimization for Classification ProblemsAuthor(s): X. Gao, J. Wang, B. Yuan, C. Dai, N. R. PalPages: 396 – 410
5) Fixed/Prescribed-Time Synchronization of Hybrid Delayed Fuzzy Inertial Memristive Neural NetworksAuthor(s): X. Wang, G. Chen, S. Wen, L. Wang, J. HuPages: 411 – 425
6) Salient Object Detection Based on Shadowed Sets and Illumination-Guided NetworkAuthor(s): M. Li, H. Zhang, W. Pedrycz, Z. Wei, D. MiaoPages: 426 – 439
7) F-YOLO: Delving Into Fuzzy YOLO for Improved Traffic Object DetectionAuthor(s): N. Jia, J. Yang, X. Liu, Y. SunPages: 440 – 452
8) Quantized Backstepping Prescribed Performance Fuzzy Control for Multiagent SystemsAuthor(s): X. Liu, H. Zhang, X. Guo, Y. Yan, Y. CuiPages: 453 – 462
9) Dual-Triggered Adaptive Fuzzy Robust Optimal Tracking Control for Wastewater Treatment ProcessAuthor(s): D. Chen, C. Yang, J. QiaoPages: 463 – 474
10) Reinforced Dual-Flow Neural Network for Tabular Data Classification With Dynamical Transformer and Fuzzy ClusteringAuthor(s): C. Gao, S. -K. Oh, H. Huang, Z. Fu, W. Pedrycz, J. H. YoonPages: 475 – 488
11) Image Encryption via Sliding Mode Synchronization of Fractional-Order Quaternion-Valued T–S Fuzzy Neural Networks With Uncertain ParametersAuthor(s): X. Meng, Z. Li, J. CaoPages: 489 – 502
12) Reinforcement Learning-Based IT-2 Fuzzy Fractional-Order Sliding Mode Control for Leader–Follower Formation Tracking of Flexible-Joint RobotsAuthor(s): G. Narayanan, S. Lee, S. AhnPages: 503 – 516
13) A Long Short-Term Memory Fuzzy Transformer to Model Bidirectional Hesitant Fuzzy Information and Metaverse Alternative SelectionAuthor(s): M. Liu, W. ZhouPages: 517 – 530
14) Logic-Adaptive Discrete Neural Dynamics for Distributed Cooperative Control of Multirobot Systems via Minimum Infinity Norm OptimizationAuthor(s): D. Ma, J. Lv, C. Xu, L. JinPages: 531 – 539
15) Adaptive Noise-Resilient Dynamic Feature Extraction for Interval-Valued Data With Evolving AttributesAuthor(s): Y. Liu, X. Zhang, Y. Qian, W. XuPages: 540 – 553
16) Data-Driven Fuzzy Group Formation–Containment Control of Nonlinear Multiagent Systems With Asymmetric Input SaturationAuthor(s): C. Li, X. Wang, Z. Zeng, X. ZongPages: 554 – 566
17) FPSO-Time: A Fuzzy Time Series Forecasting Method Based on Fuzzy Particle Swarm Optimization and Reprogrammed Large Language ModelsAuthor(s): W. Gu, R. Ma, Y. Yu, Z. MaPages: 567 – 579
18) Efficiently Data-Driven Offline Generation and Online Modification of Belief RulesAuthor(s): J. Shi, X. Chen, Y. Xie, Y. Wang, L. CenPages: 580 – 592
19) Adaptive Fuzzy-Convolution and TSK-Guided Attention for Interpretable EEG MI DecodingAuthor(s): Y. Sun, J. Yao, T. Chen, K. Xia, Y. Jiang, P. QianPages: 593 – 607
20) DFR: A Density-Based Fuzzy Rough Clustering AlgorithmAuthor(s): B. Yu, M. Jin, T. YangPages: 608 – 622
21) Antinoisy-Labeling AUC Maximization Learning for Fuzzy Classification on Imbalanced DataAuthor(s): Y. Li, F. -l. Chung, S. WangPages: 623 – 637
22) Observer-Based Fuzzy Adaptive Admittance Control for Unknown Environment-Coupled Physical Human–Robot Interaction With Prescribed TrackingAuthor(s): C. Liu, K. Zhao, Z. Lu, C. LiPages: 638 – 649
23) Fairness via Fuzzy Systems: Analysis of Accuracy–Fairness Tradeoff by Multiobjective Fuzzy Genetics-Based Machine LearningAuthor(s): T. Konishi, N. Masuyama, J. Casillas, Y. NojimaPages: 650 – 664
24) Double-Loop Fuzzy Neural Network-Based Fixed-Time Robust Control for Antagonistic PM-Actuated Wrist Robots With Motion ConstraintsAuthor(s): Y. Xu, S. Diao, T. Yang, X. Zhang, M. Li, Y. Gao, D. Navarro-Alarcon, N. SunPages: 665 – 678
25) A Fuzzy-Theoretic Cooperative Game Framework for Adaptive Robust Control of Air–Ground Vehicle SystemsAuthor(s): X. Zhao, B. Dang, Y. -H. Chen, F. Dong, J. HuangPages: 679 – 692