
一、个人简介:
俞新蕾,天津财经大学理工学院教师。研究方向为联邦学习、分布式机器学习。
邮箱:yuxinlei@tjufe.edu.cn
二、教育背景:
2019.09—2025.06 北京邮电大学网络与交换技术国家重点实验室 计算机科学与技术 硕博连读
2014.09—2018.06 安徽农业大学 计算机科学与技术 本科
三、科研情况:
1. Xinlei Yu, Zhipeng Gao*, Zijian Xiong, Chen Zhao, Yang Yang. DDPG-AdaptConfig: A deep reinforcement learning framework for adaptive device selection and training configuration in heterogeneity federated learning. Future Generation Computer Systems. 中科院SCI二区,一作,发表,2024,IF:6.2.
2. Xinlei Yu, Yijing Lin*, Zhipeng Gao*, Hongyang Du, Dusit Niyato. Dynamic and Fast Convergence for Federated Learning via Optimized Hyperparameters. IEEE Transactions on Network and Service Management. 中科院SCI二区,一作,发表,2024,IF:5.4.
3. Xinlei Yu, Zhipeng Gao*, Chen Zhao, Yan Qiao, Yijing Lin*, Zijia Mo, Yang Yang. FedSD: A Communication-Efficient Federated Learning Method with Scaled Stochastic Quantization and Dynamic Caching Mechanism. IEEE Transactions on Emerging Topics in Computational Intelligence. 中科院SCI二区,一作,录用,2025,IF:6.5.
4. Xinlei Yu, Zhipeng Gao*, Chen Zhao, Yan Qiao, Ze Chai, Zijia Mo, Yang Yang. DUDS: Diversity-aware unbiased device selection for federated learning on Non-IID and unbalanced data. Journal of Systems Architecture. CCF-B类期刊,一作,发表,2024,IF:4.1.
5. Xinlei Yu, Zhipeng Gao*, Chen Zhao, Zijia Mo. FedSC: Compatible Gradient Compression for Communication-Efficient Federated Learning. International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP 2023). CCF-C类会议,一作,发表,2023.
6. Xinlei Yu, Yuqi Ye, Jing Wang, Yan Qiao*. Practical loss inference in uncertain networks. IEEE Symposium on Computers and Communications (ISCC 2017). CCF-C类会议,一作,发表,2017.
7. Zhaolong Liu, Xinlei Yu, Nan Liu et al. Integrating AI with detection methods, IoT, and blockchain to achieve food authenticity and traceability from farm-to-table. Trends in Food Science & Technology. 中科院SCI一区,二作,发表,2025,IF:15.1.
8. Zhipeng Gao*, Junyao Zhang, Xinlei Yu. Addressing Catastrophic Forgetting in Federated Learning on Resource-Constrained Devices: A Feature Replay Approach. International Conference on Intelligent Computing (ICIC 2024). CCF-C类会议,三作,发表,2024.
9. Zhipeng Gao*, Yichen Li, Xinlei Yu. FEDNPAIT: Federated Learning with NADAM and PADAM for Instruction Tuning. International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP 2024). CCF-C类会议,三作,发表,2025.
10. Zhipeng Gao*, Shu Yang, Xinlei Yu. Classifier Reuse-Based Contrastive Knowledge Distillation. IEEE International Conference on Edge Computing and Communications (EDGE 2024). EI会议,三作,发表,2024.