fengcherenxi / Federated-pytorch
使用pytorch,mnist、cifar数据集实现基础的联邦学习(平局聚合、不含加密过程)
☆26Updated 3 years ago
Alternatives and similar repositories for Federated-pytorch:
Users that are interested in Federated-pytorch are comparing it to the libraries listed below
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆111Updated 6 months ago
- 联邦学习分布式训练MNist数据集☆56Updated 5 years ago
- ☆19Updated 2 years ago
- 区块链+联邦学习+恶意检测算法☆29Updated 4 years ago
- A foundational platform that primarily shares federated learning, differential privacy content☆22Updated last week
- nips23-Dynamic Personalized Federated Learning with Adaptive Differential Privacy☆66Updated 6 months ago
- Implement FedAvg algorithm based on Tensorflow☆246Updated 4 years ago
- 自己动手实现的联邦学习相关代码☆9Updated 3 years ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆126Updated last year
- 通过阅读Communication-Efficient Learning of Deep Networks from Decentralized Data与Robust and Communication-Efficient Federated Learning from …☆35Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆60Updated 3 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 2 years ago
- PyTorch Federated Learning (easy to use and extend)☆247Updated last year
- 联邦学习相关资源整理☆42Updated 4 years ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆30Updated 4 years ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017☆81Updated 8 months ago
- This project proposes a decentralized federated learning framework based on blockchain, that is, a Block-chain-based Federated Learning f…☆109Updated 2 years ago
- 带加密的联邦学习,学习+练手的小作品☆19Updated 5 years ago
- ☆59Updated 5 months ago
- Implementation of dp-based federated learning framework using PyTorch☆297Updated 2 years ago
- 🔬 FedCom为SWPU2022届本科毕业设计《基于社区检测的多任务聚类联邦学习》。本研究提出了一种多任务聚类联邦学习(clustered federated learning, CFL)的新方法,该方法的特点是基于社区检测(community detection)来进…☆61Updated 2 years ago
- 使用tensorflow2.1实现联合学习推荐模型,并加入差分隐私噪声进行隐私保护。☆52Updated 2 years ago
- Standard federated learning implementations in FedLab and FL benchmarks.☆155Updated last year
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆372Updated 5 months ago
- Three implementations of FedAvg: numpy, pytorch and tensorflow federated.☆42Updated 2 years ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆18Updated 2 years ago
- 完全去中心化联邦学习☆26Updated last year
- ☆77Updated last year
- Study of data imbalance and asynchronous aggregation algorithm on Federated Learning system (using PySyft)☆62Updated last year