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• Communication-Efficient Learning of Deep Networks from Decentralized Data
  2016 · 5630 citations
• Federated Optimization: Distributed Machine Learning for On-Device Intelligence
  2016 · 1655 citations
• Towards Federated Learning at Scale: System Design
  2019 · 958 citations
• Learning Differentially Private Recurrent Language Models
  2017 · 671 citations
• Applied Federated Learning: Improving Google Keyboard Query Suggestions
  2018 · 451 citations
• Practical Secure Aggregation for Federated Learning on User-Held Data
  2016 · 190 citations
• Federated Evaluation of On-device Personalization
  2019 · 118 citations
• Generative Models for Effective ML on Private, Decentralized Datasets
  2019 · 43 citations
• Federated Learning in Practice: Reflections and Projections
  2024 · 9 citations
• Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning
  2021 · 9 citations
• Private Federated Learning in Gboard
  2023 · 5 citations
• Confidential Federated Computations
  2024 · 3 citations
• Prompt Public Large Language Models to Synthesize Data for Private On-device Applications
  2024 · 3 citations