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 — 2020 · Foundations and Trends® in Machine Learning · 4,637 citations - Federated Learning: Challenges, Methods, and Future Directions
Tian Li, Anit Kumar Sahu, Ameet Talwalkar et al. — 2020 · IEEE Signal Processing Magazine · 4,566 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 - The future of digital health with federated learning
Nicola Rieke, Jonny Hancox, Wenqi Li et al. — 2020 · npj Digital Medicine · 2,459 citations - A survey on federated learning
Chen Zhang, Yu Xie, Hang Bai et al. — 2021 · Knowledge-Based Systems · 1,703 citations - Federated Learning with Non-IID Data
Yue Zhao, Meng Li, Liangzhen Lai et al. — 2018 · arXiv (Cornell University) · 1,907 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 · 2,388 citations - Federated Learning for Healthcare Informatics
Jie Xu, Benjamin S. Glicksberg, Chang Su et al. — 2020 · Journal of Healthcare Informatics Research · 1,392 citations - Model-Contrastive Federated Learning
Qinbin Li, Bingsheng He, Dawn Song — 2021 · 1,334 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 · 2,189 citations - Federated Machine Learning
Qiang Yang, Yang Liu, Tianjian Chen et al. — 2019 · ACM Transactions on Intelligent Systems and Technology · 5,791 citations - A review of applications in federated learning
Li Li, Yuxi Fan, Ying Kei Tse et al. — 2020 · Computers & Industrial Engineering · 1,413 citations