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• Federated Learning: Strategies for Improving Communication Efficiency
  2016 · 3050 citations
• Federated Optimization: Distributed Machine Learning for On-Device Intelligence
  2016 · 1655 citations
• Towards Federated Learning at Scale: System Design
  2019 · 958 citations
• Improving Federated Learning Personalization via Model Agnostic Meta Learning
  2019 · 369 citations
• LEAF: A Benchmark for Federated Settings
  2018 · 285 citations
• Adaptive Federated Optimization
  2020 · 128 citations
• Stochastic, Distributed and Federated Optimization for Machine Learning
  2017 · 32 citations
• On the Outsized Importance of Learning Rates in Local Update Methods
  2020 · 20 citations
• Convergence and Accuracy Trade-Offs in Federated Learning and Meta-Learning
  2021 · 7 citations
• Federated Learning with Autotuned Communication-Efficient Secure Aggregation
  2019
• Advances and Open Problems in Federated Learning
  2019
• Optimizing the Communication-Accuracy Trade-off in Federated Learning with Rate-Distortion Theory
  2022