成果/Result
- Federated Graph Neural Network for Fast Anomaly Detection in Controller Area Networks被引量：85收藏
- 作者：Zhang, Hengrun Zeng, Kai Lin, Shuai
- 机构：East China Univ Sci & Technol;George Mason Univ;Shanghai Inst Technol
- 来源：IEEE TRANSACTIONS ON INFORMATION FORENSICS AND SECURITY 2023
- 关键词：Intrusion detection Anomaly detection Training Electronic mail Delays Data privacy Data models CAN bus intrusion detection graph neural network two-stage classifier cascade federated learning
- FedUR: Federated Learning Optimization Through Adaptive Centralized Learning Optimizers被引量：19收藏
- 作者：Zhang, Hengrun Zeng, Kai Lin, Shuai
- 机构：East China Univ Sci & Technol;George Mason Univ;Shanghai Inst Technol
- 来源：IEEE TRANSACTIONS ON SIGNAL PROCESSING 2023
- 关键词：Federated learning momentum adaptive learning rate convergence performance communication overhead
- Guard Against Infringement: An Anti-Distillation Federated Learning Watermarking Framework被引量：2收藏
- 作者：Yi, Xiao Zhang, Hengrun Yu, Huiqun Fan, Guisheng Zhu, Haojin
- 机构：East China Univ Sci & Technol;Shanghai Engn Res Ctr Smart Energy;Shanghai Jiao Tong Univ
- 来源：IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING 2026
- 关键词：Watermarking Biological system modeling Training Intellectual property Artificial neural networks Protection Model compression Federated learning Security Data privacy Federated learning (FL) intellectual property protection model watermark
- Failure propagation analysis of high-speed train systems from the perspective of multi-layer stochastic flow network被引量：1收藏
- 作者：Lin, Shuai Jia, Limin Zhang, Hengrun Zhang, Pengzhu Xiong, Yan
- 机构：Shanghai Inst Technol;Beijing Jiaotong Univ;East China Univ Sci & Technol;Shanghai Jiao Tong Univ
- 来源：RELIABILITY ENGINEERING & SYSTEM SAFETY 2026
- 关键词：Failure propagation High-speed train systems Stochastic flow network Failure modes Load redistribution
- Adaptive Task Scheduling Under Dynamic Edge System Loads: A Deep Reinforcement Learning Approach被引量：0收藏
- 作者：Xu, Jin Yu, Huiqun Fan, Guisheng Zhang, Hengrun
- 机构：East China Univ Sci & Technol
- 来源：CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE 2025
- 关键词：edge computing sac-based adaptive algorithm task scheduling
- VDSV: Client Selection in Federated Learning Based on Value Density and Secondary Verification被引量：0收藏
- 作者：Ding, Weichao Zhou, Zhou Min, Qi Luo, Fei Dong, Wenbo Zhang, Hengrun
- 机构：East China Univ Sci & Technol
- 来源：IEEE TRANSACTIONS ON NETWORK AND SERVICE MANAGEMENT 2026
- 关键词：Convergence Training Data models Servers Distributed databases Analytical models Interference Federated learning Costs Artificial intelligence client selection data heterogeneity value density secondary verification
- IDFL: Incentive-driven federated learning with selfish clients被引量：0收藏
- 作者：Xu, Jin Zhang, Hengrun Yu, Huiqun Fan, Guisheng
- 机构：East China Univ Sci & Technol
- 来源：INFORMATION FUSION 2026
- 关键词：Federated learning Batch size optimization Convergence-generalization tradeoff Stackelberg game Trust management
- Do Larger Batch Sizes Always Help? Revisiting Incentive-Driven Differential Privacy Federated Learning被引量：0收藏
- 作者：Xu, Jin Yu, Huiqun Fan, Guisheng Zhang, Hengrun
- 机构：East China Univ Sci & Technol;Shanghai Engn Res Ctr Smart Energy
- 来源：IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING 2026
- 关键词：Privacy Convergence Training Noise Federated learning Differential privacy Servers Optimization Data models Computational modeling differential privacy client selection batch size optimization Stackelberg game
