成果/Result
- Personalized and Adaptive Diet Recommendation for Individuals with Cardiovascular Diseases被引量：87收藏
- 作者：Liu, Quanchen Xiong, Bingqing Cai, Zhao Zhang, Hengrun Tan, Chee-Wee Liu, Xiaohui
- 机构： International Business School; Department of Digitalization; Deakin Business School; University of Nottingham Ningbo China; School of Information Science and Engineering
- 来源：ACM Transactions on Management Information Systems 2026
- 关键词：Behavioral research - Computation theory - Cooking - Food ingredients - Human computer interaction - Human engineering - Nutrition - Recommender systems - User interfaces
- 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
- Temporal-Aware DDPG for Delay and Stability Optimization in Vehicular Edge Computing被引量：53收藏
- 作者：Fan, Guisheng Wang, Jiatong Zhang, Hengrun Yu, Huiqun
- 机构： East China University of Science and Technology; Shanghai Key Laboratory of Computer Software Evaluating and Testing; Shanghai Engineering Research Center of Smart Energy; Nanjing University
- 来源：IEEE Transactions on Vehicular Technology 2026
- 关键词：Computation offloading - Computation theory - Lyapunov methods - Memory architecture - Network architecture - Optimization - Queueing theory
- A Hybrid Knowledge-Grounded Framework for Safety and Traceability in Prescription Verification被引量：45收藏
- 作者：Zhu, Yichi Ling, Kan Liu, Xu Zhang, Hengrun Yu, Huiqun Fan, Guisheng
- 机构： School of Information Science and Engineering
- 来源：arXiv 2026
- 关键词：Iterative methods - Knowledge graph - Query processing - Safety engineering - Search engines
- Backpressure-Based Federated Learning Model Scheduling inEdge Computing被引量：31收藏
- 作者：Zhang, Hengrun Fan, Guisheng Lin, Shuai
- 机构： School of Information Science and Engineering; Shanghai Key Laboratory of Trustworthy Computing; School of Economics & Management
- 来源：Lecture Notes of the Institute for Computer Sciences, Social-Informatics and Telecommunications Engineering, LNICST 2026
- 关键词：Computer privacy - Learning systems - Optimization - Scheduling algorithms - Throughput
- Affinity and Interference-Aware Service Deployment for Energy Efficiency in Cloud Data Centers: A Deep Reinforcement Learning Approach被引量：27收藏
- 作者：Xu, Jin Yu, Huiqun Fan, Guisheng Liu, Shengwei Zhang, Hengrun Chen, Liqiong
- 机构： East China University of Science and Technology; Shanghai Engineering Research Center of Smart Energy; Shanghai Data Exchange Corporation; Shanghai Institute of Technology
- 来源：Proceedings - 2025 IEEE 49th Annual Computers, Software, and Applications Conference, COMPSAC 2025 2025
- 关键词：Behavioral research - Cloud computing - Data centers - Data handling - Deep learning - Deep reinforcement learning - Energy utilization - Green computing - Information management - Information services - Learning algorithms - Markov processes - Optimization - Quality of service - Telecommunication services
- 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
- Backpressure-Based Federated Learning Model Scheduling in Edge Computing被引量：0收藏
- 作者：Zhang, Hengrun Fan, Guisheng Lin, Shuai
- 机构：East China Univ Sci & Technol;East China Normal Univ;Shanghai Inst Technol
- 来源：COLLABORATIVE COMPUTING: NETWORKING, APPLICATIONS AND WORKSHARING, COLLABORATECOM 2024, PT I 2026
- 关键词：Backpressure scheduling Federated learning Secret sharing Edge computing
- 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
- Affinity and Interference-Aware Service Deployment for Energy Efficiency in Cloud Data Centers: A Deep Reinforcement Learning Approach被引量：0收藏
- 作者：Xu, Jin Yu, Huiqun Fan, Guisheng Liu, Shengwei Zhang, Hengrun Chen, Liqiong
- 机构：East China Univ Sci & Technol;Shanghai Data Exchange Corp;Shanghai Engn Res Ctr Smart Energy;Shanghai Inst Technol
- 来源：2025 IEEE 49TH ANNUAL COMPUTERS, SOFTWARE, AND APPLICATIONS CONFERENCE, COMPSAC 2025
- 关键词：Service deployment Affinity-aware Performance interference Energy efficiency Deep reinforcement learning
