联邦学习 Federated Learning

Everything about federated learning. Your contribution is highly valued!

关于联邦学习的资料，包括：介绍、综述文章、最新文章、代表工作及其代码、数据集、论文等等。 欢迎一起贡献！

---

• 目录
  • 1. 介绍 Introduction
  • 2. 相关论文 Related Papers
  • 3. 项目 Project

---

1. 介绍 Introduction

• 文字介绍

  • 杨强：联邦学习
  • Google - Federated Learning: Collaborative Machine Learning without Centralized Training Data
  • 联邦学习的研究及应用
  • 杨强：GDPR对AI的挑战和基于联邦迁移学习的对策

• PPT

  • 联邦学习的研究与应用
  • Federated Learning and Transfer Learning for Privacy, Security and Confidentiality (AAAI-19)
  • GDPR, Data Shortage and AI (AAAI-19)

• 视频

  • GDPR, Data Shortage and AI (AAAI-19 Invited Talk)

• 新闻

  • 2019/02/09 谷歌发布全球首个产品级移动端分布式机器学习系统，数千万手机同步训练

---

2. 相关论文 Related Papers

• 理论介绍 Theory

  • TIST 201902 - Federated Machine Learning: Concept and Applications

• 应用 Application

  • 2019 - Federated Learning for Mobile Keyboard Prediction - Google将联邦学习用于自家输入法
  • 2019 - Towards Federated Learning at Scale: System Design - Google千万设备级联邦学习系统设计

• 联邦学习被Google首次提出

  • 2016 - Federated Optimization: Distributed Machine Learning for On-Device Intelligence
  • 2017 - Federated Learning: Strategies for Improving Communication Efficiency
  • 2017 - Communication-Efficient Learning of Deep Networks from Decentralized Data 联邦平均算法 the FederatedAveraging algorithm

• arXiv (未经同行评议)

  • arXiv 201901 - Federated Reinforcement Learning
  • arXiv 201901 - SecureBoost: A Lossless Federated Learning Framework
  • arXiv 201810 - Secure Federated Transfer Learning

---

3. 项目 Project

• FATE - 微众银行
• TensorFlow Federated
• Federated-Learning : A implement of google's paper.

---

欢迎参与贡献