Federated learning — citation graph of key research
Explore the most influential research on federated learning as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.
Top papers on federated learning
- Advances and Open Problems in Federated Learning
Peter Kairouz, H. Brendan McMahan, Brendan Avent et al. — 2020 · Foundations and Trends® in Machine Learning · 4,911 citations - Federated Learning: Challenges, Methods, and Future Directions
Tian Li, Anit Kumar Sahu, Ameet Talwalkar et al. — 2020 · IEEE Signal Processing Magazine · 4,722 citations - The future of digital health with federated learning
Nicola Rieke, Jonny Hancox, Wenqi Li et al. — 2020 · npj Digital Medicine · 2,644 citations - Federated Learning: Strategies for Improving Communication Efficiency
Jakub Konečný, H. Brendan McMahan, Felix X. Yu et al. — 2016 · arXiv (Cornell University) · 3,050 citations - Federated Machine Learning
Qiang Yang, Yang Liu, Tianjian Chen et al. — 2019 · ACM Transactions on Intelligent Systems and Technology · 5,974 citations - A survey on federated learning
Chen Zhang, Yu Xie, Hang Bai et al. — 2021 · Knowledge-Based Systems · 1,762 citations - Federated Learning with Non-IID Data
Yue Zhao, Meng Li, Liangzhen Lai et al. — 2018 · arXiv (Cornell University) · 1,915 citations - Federated Learning in Mobile Edge Networks: A Comprehensive Survey
Wei Yang Bryan Lim, Nguyen Cong Luong, Dinh Thai Hoang et al. — 2020 · IEEE Communications Surveys & Tutorials · 2,445 citations - Federated Learning for Healthcare Informatics
Jie Xu, Benjamin S. Glicksberg, Chang Su et al. — 2020 · Journal of Healthcare Informatics Research · 1,426 citations - Federated Learning With Differential Privacy: Algorithms and Performance Analysis
Kang Wei, Jun Li, Ming Ding et al. — 2020 · IEEE Transactions on Information Forensics and Security · 2,252 citations - A review of applications in federated learning
Li Li, Yuxi Fan, Ying Kei Tse et al. — 2020 · Computers & Industrial Engineering · 1,455 citations - Adaptive Federated Learning in Resource Constrained Edge Computing Systems
Shiqiang Wang, Tiffany Tuor, Theodoros Salonidis et al. — 2019 · IEEE Journal on Selected Areas in Communications · 2,222 citations