Yuewei Tian, Yujia Wang, Lisa Guo, Yang Su, Mengru Zuo, Lintao Shi, Zhonggui Ma, Vol. 20, No. 3, March 31, 2026
10.3837/tiis.2026.03.010

• Asynchronous Federated Learning
• communication efficiency
• Industrial IoT
• Intelligent Monitoring Systems
• Substations

Sivakumar Dhakshinamoorthy, Karthikeyan Periyasami, Vol. 20, No. 3, March 31, 2026
10.3837/tiis.2026.03.006

• Artificial intelligence
• Federated learning
• Quantile normalization
• Shuffle Attention Network
• Split-Attention Networks

Shenjie Xu, Yong Shen, Hangbin Shen, Binbin Du, Vol. 20, No. 2, February 28, 2026
10.3837/tiis.2026.02.016

• Internet of Things (IoT)
• Intrusion Detection
• Federated learning
• knowledge distillation
• gradient sparsity

Suma S Girija, Rukmani Panjanathan, Vol. 20, No. 1, January 31, 2026
10.3837/tiis.2026.01.020

• Federated learning
• homomorphic encryption
• Intrusion Detection System
• IoT
• Model Watermarking.

Jie Wang, Qi Zhou, Xuechun Mao, Ying Chen, Vol. 19, No. 10, October 31, 2025
10.3837/tiis.2025.10.017

• Federated learning
• Privacy Protection
• Split learning
• Split federated learning

Abhishek P Nachankar, Nishat Afshan Ansari, Pooja Jain, Vol. 19, No. 10, October 31, 2025
10.3837/tiis.2025.10.014

• Federated learning
• Smart Traffic
• privacy preservation
• Heterogeneous Data
• communication efficiency
• Scenarios

Zhiqiang Wang, Qianli Huang, Xinyue Yu, Yongguang Gong, Vol. 19, No. 8, August 31, 2025
10.3837/tiis.2025.08.019

• Adaptive
• Differential privacy
• Federated learning
• multiple factors
• privacy budget

Yan Li, Guihua Wen, Bo Liu, Vol. 19, No. 3, March 31, 2025
10.3837/tiis.2025.03.002

• Federated learning
• Non-independent identical distribution
• Bayesian Selective Ensemble
• knowledge distillation
• Stochastic weight average

Bin Qiu, Duan Li, Xian Li, Hailin Xiao, Vol. 18, No. 9, September 30, 2024
10.3837/tiis.2024.09.015

• Federated learning (FL)
• industrial internet of things (IIoT)
• heterogeneity
• Frequency control
• bandwidth allocation.

Zilong Jin, Jin Wang, Lejun Zhang, Vol. 18, No. 6, June 30, 2024
10.3837/tiis.2024.06.003

• clustering
• Federated learning
• Local Differential Privacy (LDP)
• internet of vehicles (IoV)