Awesome Federated Computation Systems Papers

A curated list of FL system-related academic papers, articles, tutorials, slides and projects. Star this repository, and then you can keep abreast of the latest developments of this booming research field.

Papers with 🎓 have been peer-reviewed and presented in academic conferences.

Table of Contents

• Awesome Federated Computation Systems Papers
  • Table of Contents
  • FL Systems from big tech companies
    • Paper
    • Framework
    • Vertical FL
  • Open-source FL Framework
  • Edge / Mobile
  • Federated Computation Systems
  • Optimization for FL Systems
  • Security and Privacy
  • Real-world FL Application
  • Real-world device traces
  • Survey
  • General insight for FL
  • Other FL paper list

FL Systems from big tech companies

Paper

Cross-device

• Apple: Federated Evaluation and Tuning for On-Device Personalization: System Design & Applications | PDF, PDF
• Google: Towards Federated Learning at Scale: System Design | MLSys21, Github🎓
• Meta: Papaya: Practical, Private, and Scalable Federated Learning | MLSys22 🎓
• Microsoft: FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations | PDF, Github
• Alibaba-1: FederatedScope: A Flexible Federated Learning Platform for Heterogeneity| PDF
• Alibaba-2: FederatedScope: FederatedScope-GNN: Towards a Unified, Comprehensive and Efficient Package for Federated Graph Learning |KDD22 🎓

Federated Analytics

• LinkedIn: LinkedIn's Audience Engagements API: A Privacy Preserving Data Analytics System at Scale | PDF
• Alibaba-3: Walle: An End-to-End, General-Purpose, and Large-Scale Production System for Device-Cloud Collaborative Machine Learning | PDF, Github 🎓

Cross-silo

• IBM: IBM Federated Learning: An Enterprise Framework White Paper | PDF, Github
• Nvidia: Federated Learning for Healthcare Using NVIDIA Clara | PDF, Github
• WeBank: Federated Learning White Paper V1.0 | PDF, FATE, KubeFATE, FATE-FLOW, FATE-LLM

Framework

• Cisco: Flame | Github
  • Federated Learning Operations Made Simple with Flame
• OpenMined: PySyft | Github
• Baidu: Paddle | Github
• ByteDance: Fedlearner | Github
• Meta: FLSim | [Github](https://github.com/facebookresearch/FL