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Keyword

federated learning

Description: A distributed machine-learning method that trains a shared model across multiple devices or organizations without centralizing their data.
Wikidata ID: wiki/Q50818671
OpenAlex ID: keywords/federated-learning
Communication-Efficient Learning of Deep Networks from Decentralized Data
2016 · McMahan, H. Brendan, Moore, Eider, et al. · arXiv (Cornell University) · 14,215
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Advances and Open Problems in Federated Learning
2020 · Peter Kairouz, H. Brendan McMahan, et al. · Foundations and Trends® in Machine Learning · 7,676
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Federated Machine Learning
2019 · Qiang Yang, Yang Liu, et al. · ACM Transactions on Intelligent Systems and Technology · 6,297
Federated Learning: Challenges, Methods, and Future Directions
2020 · Tian Li, Anit Kumar Sahu, et al. · IEEE Signal Processing Magazine · 6,189
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Federated Optimization in Heterogeneous Networks
2018 · Li, Tian, Sahu, Anit Kumar, et al. · arXiv (Cornell University) · 4,017
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Practical Secure Aggregation for Privacy-Preserving Machine Learning
2017 · Keith Bonawitz, Vladimir Ivanov, et al. · ACM SIGSAC Conference on Computer and Communications Security (CCS) · 3,933
Federated Learning: Strategies for Improving Communication Efficiency
2016 · Konečný, Jakub, McMahan, H. Brendan, et al. · arXiv (Cornell University) · 3,658
The future of digital health with federated learning
2020 · Nicola Rieke, Jonny Hancox, et al. · npj Digital Medicine · 3,438
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Federated Learning in Mobile Edge Networks: A Comprehensive Survey
2020 · Wei Yang Bryan Lim, Nguyen Cong Luong, et al. · IEEE Communications Surveys & Tutorials · 2,555
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Federated Learning With Differential Privacy: Algorithms and Performance Analysis
2020 · Kang Wei, Jun Li, et al. · IEEE Transactions on Information Forensics and Security · 2,388
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Towards Federated Learning at Scale: System Design
2019 · Bonawitz, Keith, Eichner, Hubert, et al. · arXiv (Cornell University) · 2,283
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Federated Learning with Non-IID Data
2018 · Zhao, Yue, Li, Meng, et al. · arXiv (Cornell University) · 2,076
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Deep Leakage from Gradients
2020 · Ligeng Zhu, Song Han · Lecture notes in computer science · 1,902
A survey on federated learning
2021 · Chen Zhang, Yu Xie, et al. · Knowledge-Based Systems · 1,897
Client Selection for Federated Learning with Heterogeneous Resources in Mobile Edge
2019 · Takayuki Nishio, Ryo Yonetani · International Conference on Communications · 1,870
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SCAFFOLD: Stochastic Controlled Averaging for Federated Learning
2019 · Karimireddy, Sai Praneeth, Kale, Satyen, et al. · arXiv (Cornell University) · 1,732
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Exploiting Unintended Feature Leakage in Collaborative Learning
2019 · Luca Melis, Congzheng Song, et al. · Proceedings - IEEE Symposium on Security and Privacy/Proceedings of the ... IEEE Symposium on Security and Privacy · 1,731
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Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning
2019 · Milad Nasr, Reza Shokri, et al. · Proceedings - IEEE Symposium on Security and Privacy/Proceedings of the ... IEEE Symposium on Security and Privacy · 1,731
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Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data
2019 · Felix Sattler, Simon Wiedemann, et al. · IEEE Transactions on Neural Networks and Learning Systems · 1,718
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Federated learning in medicine: facilitating multi-institutional collaborations without sharing patient data
2020 · Micah J. Sheller, Brandon Edwards, et al. · Scientific Reports · 1,627
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Model-Contrastive Federated Learning
2021 · Qinbin Li, Bingsheng He, et al. · IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings - IEEE Computer Society Conference on Computer Vision and Pattern Recognition/Proceedings · 1,620
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On the Convergence of FedAvg on Non-IID Data
2019 · Li, Xiang, Huang, Kaixuan, et al. · arXiv (Cornell University) · 1,575
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A Joint Learning and Communications Framework for Federated Learning Over Wireless Networks
2020 · Mingzhe Chen, Zhaohui Yang, et al. · IEEE Transactions on Wireless Communications · 1,545
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Federated Learning for Internet of Things: A Comprehensive Survey
2021 · Dinh C. Nguyen, Ming Ding, et al. · IEEE Communications Surveys & Tutorials · 1,535
Federated Learning for Healthcare Informatics
2020 · Jie Xu, Benjamin S. Glicksberg, et al. · Journal of Healthcare Informatics Research · 1,531
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Works count: 57,590
Citation count: 614,600
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