/Dive-into-Federated-Learning

Tutorials and paper lists for federated learning

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Dive into Federated Learning

Tutorials and paper lists for federated learning.

Wish this can help you dive into FL more easily.

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Tutorials

Survey

  • [ICLR-DPML 2021] FedGraphNN: A Federated Learning System and Benchmark for Graph Neural Networks [Paper] [Code]
  • [arXiv 2021] Federated Graph Learning -- A Position Paper [Paper]
  • [IEEE TKDE 2021] A Survey on Federated Learning Systems: Vision, Hype and Reality for Data Privacy and Protection [Paper]
  • [arXiv 2021] A Survey of Fairness-Aware Federated Learning [Paper]
  • [Foundations and Trends in Machine Learning 2021] Advances and Open Problems in Federated Learning [Paper]
  • [arXiv 2020] Towards Utilizing Unlabeled Data in Federated Learning: A Survey and Prospective [Paper]
  • [IEEE Signal Processing Magazine 2020] Federated Learning: Challenges, Methods, and Future Directions [Paper]
  • [IEEE Communications Surveys & Tutorials 2020] Federated Learning in Mobile Edge Networks A Comprehensive Survey [Paper]
  • [IEEE TIST 2019] Federated Machine Learning: Concept and Applications [Paper]

Frameworks

Benchmarks

FL + Semi-supervised Learning

  • [ICLR 2021] Federated Semi-supervised Learning with Inter-Client Consistency & Disjoint Learning [Paper] [Code]
  • [arXiv 2021] SemiFL: Communication Efficient Semi-Supervised Federated Learning with Unlabeled Clients [Paper]
  • [IEEE BigData 2021] Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models [Paper]
  • [arXiv 2020] Benchmarking Semi-supervised Federated Learning [Paper]] [Code]

FL + HPC

  • [arXiv 2022] Sky Computing: Accelerating Geo-distributed Computing in Federated Learning [Paper] [Code]
  • [ACM HPDC 2020] TiFL: A Tier-based Federated Learning System [Paper] [Video]

Blogs

Awesome List