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
- A survey on federated learning
Chen Bo Calvin Zhang, Yu Xie, Hang Bai et al. — 2021 · Knowledge-Based Systems · 1,889 citations - Agnostic Federated Learning
Mehryar Mohri, Gary Sivek, Ananda Theertha Suresh — 2019 · arXiv (Cornell University) · 589 citations - Federated Learning for Healthcare Informatics
Jie Xu, Benjamin Scott Glicksberg, Chang Su et al. — 2020 · Journal of Healthcare Informatics Research · 1,528 citations - Federated Learning
Qiang Yang, Yang Liu, Yong Cheng et al. — 2019 · Synthesis lectures on artificial intelligence and machine learning · 395 citations - How To Backdoor Federated Learning
Eugene Bagdasaryan, Andreas Veit, Yiqing Hua et al. — 2018 · arXiv (Cornell University) · 1,494 citations - Federated Learning with Matched Averaging
Hongyi Wang, Mikhail Yurochkin, Yuekai Sun et al. — 2020 · arXiv (Cornell University) · 725 citations - Towards Personalized Federated Learning
Alysa Ziying Tan, Han Yu, Lizhen Cui et al. — 2022 · IEEE Transactions on Neural Networks and Learning Systems · 1,336 citations - Robust Aggregation for Federated Learning
Krishna Pillutla, Sham M. Kakade, Zaïd Harchaoui — 2022 · IEEE Transactions on Signal Processing · 865 citations - A review of applications in federated learning
Li Li, Yuxi Fan, Ying Kei Tse et al. — 2020 · Computers & Industrial Engineering · 1,514 citations - Federated Learning with Non-IID Data
Yue Zhao, Meng Li, Liangzhen Lai et al. — 2018 · arXiv (Cornell University) · 2,075 citations - Advances and Open Problems in Federated Learning
Peter Kairouz, H. Brendan McMahan, Brendan Avent et al. — 2020 · Foundations and Trends® in Machine Learning · 7,606 citations - Reliable Federated Learning for Mobile Networks
Jiawen Kang, Zehui Xiong, Dusit Tao Niyato et al. — 2020 · IEEE Wireless Communications · 610 citations