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

Wednesday, 1 April 2026

IEEE Transactions on Artificial Intelligence, Volume 7, Issue 4, April 2026

1) Towards Sample-Efficiency and Generalization of Transfer and Inverse Reinforcement Learning: A Comprehensive Literature Review

Author(s): H. Hassani, E. Hallaji, R. Razavi-Far, M. Saif, L. Lin

Pages: 1819 - 1834

2) Trending Applications of Large Language Models: A User Perspective Survey

Author(s): Y. Zhang, M. Zhao, Y. Zhang, Y. -m. Cheung

Pages: 1835 - 1852

3) CWPFormer: Toward High-Performance Visual Place Recognition for Robot With Cross-Weight Attention Learning

Author(s): Z. Li, P. Xu, T. Shang, W. Pei

Pages: 1853 - 1862

4) EMPOWER-KARE: Deep Prompt Learning for Knowledge-Aware Response Generation in Clinical Counseling and Legal Support Conversations

Author(s): P. Priya, A. M. Tripathi, D. Varshney, M. Firdaus, A. Ekbal

Pages: 1863 - 1873

5) Investigating Primacy Bias in Multiagent Reinforcement Learning: An Empirical Study

Author(s): J. Li, Y. Yang, Z. He, H. Wu, C. Zhao, K. -S. Hwang

Pages: 1874 - 1882

6) ARDIAL-BERT: Advancing Multidialectal Arabic Named Entity Recognition Through Continual Pretraining

Author(s): T. Alimi, R. Boujelbene, L. H. Belguith

Pages: 1883 - 1892

7) Dynamics Analysis and Control of Memristor-Based Hopfield Neural Networks Under Electromagnetic Radiation

Author(s): M. Wang, S. Zhu, W. Luo, Z. Zhang, C. Mu

Pages: 1893 - 1903

8) Multimodal Biometric Recognition System Based on Feature-Level Fusion of Dorsal Finger Crease and Finger Knuckle Print

Author(s): I. Riaz, A. Nazri Ali, H. Ibrahim, I. A. Huqqani

Pages: 1904 - 1916

9) A Dual Perspective of Reinforcement Learning for Imposing Policy Constraints

Author(s): B. De Cooman, J. A. K. Suykens

Pages: 1917 - 1930

10) Educational Knowledge Graph Question Answering: Insights From Benchmarks and LLM-Based Solutions

Author(s): R. Zhao, W. Zeng, J. Tang, F. Tian, X. Zhao

Pages: 1931 - 1941

11) A Conceptual Framework of AI Transparency From Sociotechnical Perspective

Author(s): C. Huang, Z. Wang, X. Wen, X. Wang, X. Yao

Pages: 1942 - 1955

12) CamoX: A Diffusion-Based Method With Few-Shot Learning for Environment-Guided Camouflage Pattern Generation

Author(s): T. T. P. Nguyen, T. Gulrez, J. B. Culpepper, S. L. Phung, H. T. Le

Pages: 1956 - 1971

13) Optimal Control of Unknown Nonlinear Systems via a Multimodel-Based Multistep Reinforcement Learning Framework

Author(s): S. Li, Y. Yang

Pages: 1972 - 1984

14) Enhanced Defect Detection Network: Leveraging Large Kernel and Dynamic Task Interaction for Precise Prediction

Author(s): S. Chan, Q. Miao, Y. Yao, H. Zhang, Z. Wang, X. Zhou

Pages: 1985 - 1996

15) Towards Vox Populi in Federated Learning: A Fair and Inclusive Client Selection Framework

Author(s): S. Arisdakessian, O. Wehbi, O. Abdel Wahab, A. Mourad, H. Otrok

Pages: 1997 - 2011

16) Mitigating Label Noise in Federated Learning With Regularized Features and Robust Loss

Author(s): G. F. Ejigu, K. Kim, C. S. Hong

Pages: 2012 - 2023

17) Attention-Guided Encoder–Decoder Design for Efficient RIS Phase Configuration in Time-Varying IoT Networks

Author(s): V. K. Bhardwaj, A. Singh, O. P. Sahoo, M. K. Shukla, O. J. Pandey

Pages: 2024 - 2036

18) Offline Inverse Constrained Reinforcement Learning for Safe-Critical Decision Making in Healthcare

Author(s): N. Fang, G. Liu, W. Gong

Pages: 2037 - 2046

19) Adaptive Successor Features Composition for Transfer Reinforcement Learning

Author(s): K. Garces, J. Xuan, H. Zuo

Pages: 2047 - 2058

20) Air Quality Prediction With a Meteorology-Guided Modality-Decoupled Spatiotemporal Network

Author(s): H. Yin, Y. -M. Zhang, J. Xu, J. -L. Chang, Y. Li, C. -L. Liu

Pages: 2059 - 2072

21) Counterfactual Causal Inference of Biomedical Signals: Unveiling Causal EEG Patterns for ASD Evaluation

Author(s): Y. Wang, Y. Zuo, D. Chen, A. Y. Zomaya, R. Ranjan, J. Chen, T. Gao

Pages: 2073 - 2087

22) Fully Adaptive Multiscale Spatial–Temporal Recurrent Networks for Traffic Flow Prediction

Author(s): H. Liu, C. Zhu, D. Zhang, Q. Li

Pages: 2088 - 2101

23) Interclass and Intraclass Relationships Incorporated Knowledge Distillation for Continual Learning

Author(s): Q. Sui, L. Zhong, L. Ma, Z. Wang, Z. Lei, S. Gao

Pages: 2102 - 2111

24) Empowering Traditional Ensemble Learning Through Feature Learning and Wavelet Transforms for Environmental Analysis

Author(s): P. M. Conforti, P. Nardelli, A. Fanti, P. Russo

Pages: 2112 - 2126

25) Online Multilabel Streaming Feature Selection Based on Agglomeration Degree and Local-Global Correlation

Author(s): Q. Li, W. Yang, J. Dai

Pages: 2127 - 2141

26) Dynamic Belief Rule Learning for Classification With Expert in the Loop

Author(s): L. Jiao, X. Ma, H. Zhang, J. Wu, H. Ma

Pages: 2142 - 2156

27) Contrastive Language-Image Pretrained Models are Zero-Shot Human Scanpath Predictors

Author(s): D. Zanca, A. Zugarini, S. Dietz, T. R. Altstidl, M. A. T. Ndjeuha, M. Chakraborty, N. V. S. J. Jami, L. Schwinn, B. M. Eskofier

Pages: 2157 - 2170

28) DDD-GenDT: Dynamic Data-Driven Generative Digital Twin Framework

Author(s): Y. -Z. Lin, Q. Shi, Z. Yang, B. S. Latibari, S. Satam, S. Shao, S. Salehi, P. Satam

Pages: 2171 - 2185

29) Explainable and Position-Aware Learning in Digital Pathology

Author(s): M. Aryal, N. Y. Soltani, M. Ganji

Pages: 2186 - 2195

30) TransWaveNet: Transformer for Underwater Image Restoration with Wavelets

Author(s): P. Mishra, M. Raqib Khan, S. S. Phutke, S. K. Vipparthi, S. Murala

Pages: 2196 - 2207

31) Point Cloud Simplification Method Based on Frequency Domain Coding

Author(s): Z. Wu, T. Chen, D. Li, J. Liu, H. Wang, P. Liu, Y. Qi

Pages: 2208 - 2224

32) Modality-Specific Knowledge Distillation With Wasserstein Distance Minimization for Vision-Language Pretrained Models

Author(s): L. -H. Lee, H. -M. Shih, J. Wang

Pages: 2225 - 2237

33) Towards Generalizable Meta-Deep Reinforcement Learning Algorithm for Multiobjective Traveling Salesman Problems

Author(s): X. Fu, S. Gu, C. -M. Chew, T. Li

Pages: 2238 - 2252

34) Generative Models for Time Series Anomaly Detection: A Survey

Author(s): J. Cao, J. Miao, H. Tao, Y. Wang, J. Wu, Z. Wang, X. Wu

Pages: 2253 - 2275

35) Instance-Wise Joint Feature and Expert Decision Acquisition for Classification

Author(s): S. P. Ekanayake, D. -S. Zois, N. D. Wickramasinghe

Pages: 2276 - 2291

36) EEGcMamba: EEG Clustering via State Space Model

Author(s): J. Chen, D. Pi, X. Jiang, F. Gao, Q. Yang, Y. Chen

Pages: 2292 - 2306

37) CIGformer: Leveraging Continuous Information Guidance in Transformer-Based Pansharpening

Author(s): H. Zhu, Y. Wang, X. Li, B. Hou, B. Ren, Y. Meng, K. Chen, L. Jiao

Pages: 2307 - 2320

38) Toward Quantum Image Generation on Single Qubit Using Quantum Information Bottleneck

Author(s): Y. Zhu, V. Aggarwal, D. Konar, Y. Pashkin, P. Angelov, R. Jiang

Pages: 2321 - 2331

39) Securing IoT: Unveiling Attacks With Multiview-Multitask Learning

Author(s): U. B. Clinton, N. Hoque, S. Raza, M. Bhuyan

Pages: 2332 - 2345

40) Ent-BAM: A Generative Framework for Biomedical Argument Mining Enriched With Entity Information

Author(s): N. Das, Y. S. Choudhary, V. V. Saradhi, A. Anand

Pages: 2346 - 2356

41) Physical Reservoir Computing for Optical Stethoscope-Based Heart Sound Biometric Identification

Author(s): Y. Ding, H. Li, X. Liang, M. Vaskeviciute, D. Faccio, H. Heidari

Pages: 2357 - 2370

42) HEAL: Brain-Inspired Hyperdimensional Efficient Active Learning

Author(s): Y. Ni, Z. Zou, W. Huang, H. Chen, W. Y. Chung, S. Cho, R. Krishnan, P. Mercati, M. Imani

Pages: 2371 - 2386

43) Embodied Navigation in Unknown Environments With Implicit Scene Memory and Target-Aware Memory Retrieval

Author(s): Q. Liu, Y. Li, Y. Xu, L. Han, Z. Liu, H. Wang

Pages: 2387 - 2400

44) S-NODE: Explicit and Reversible Image Translation Encoding With Neural ODEs

Author(s): X. Wang, D. Pang, Z. You, X. Guan, X. Le

Pages: 2401 - 2411

45) A Simple and Effective Architecture Selection Method for Differentiable Architecture Search

Author(s): B. Chen, L. Yang, Z. Zheng, F. Li, S. Song, G. Huang, C. Shen

Pages: 2412 - 2422

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