fengcherenxi / Federated-pytorchLinks
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)
☆31Updated 4 years ago
Alternatives and similar repositories for Federated-pytorch
Users that are interested in Federated-pytorch are comparing it to the libraries listed below
Sorting:
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆126Updated last year
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆402Updated 11 months ago
- 区块链+联邦学习+恶意检测算法☆29Updated 4 years ago
- nips23-Dynamic Personalized Federated Learning with Adaptive Differential Privacy☆85Updated last year
- ☆20Updated 2 years ago
- Paper notes and code for differentially private machine learning☆358Updated last month
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆20Updated 2 years ago
- Implement FedAvg algorithm based on Tensorflow☆259Updated 4 years ago
- Implementation of dp-based federated learning framework using PyTorch☆308Updated 2 years ago
- PyTorch Federated Learning (easy to use and extend)☆279Updated last year
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆131Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆46Updated 2 years ago
- IEEE TIFS'20: VeriFL: Communication-Efficient and Fast Verifiable Aggregation for Federated Learning☆25Updated 3 years ago
- 联邦学习分布式训练MNist数据集☆60Updated 6 years ago
- A foundational platform that primarily shares federated learning, differential privacy content☆24Updated 6 months ago
- Standard federated learning implementations in FedLab and FL benchmarks.☆153Updated last year
- The project aims to evaluate the vulnerability of Federated Learning systems to targeted data poisoning attack known as Label Flipping At…☆19Updated 3 years ago
- ☆20Updated last year
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆37Updated 5 years ago
- 通过阅读Communication-Efficient Learning of Deep Networks from Decentralized Data与Robust and Communication-Efficient Federated Learning from …☆39Updated 3 years ago
- [INFOCOM24' & TDSC25']FedPHE & Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆37Updated last month
- Overview of Federal Learning☆293Updated 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。☆54Updated 2 years ago
- Source code for the paper "Asynchronous Federated Optimization"☆25Updated 3 years ago
- SAFEFL: MPC-friendly Framework for Private and Robust Federated Learning☆42Updated 2 years ago
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017☆87Updated last year
- personal implementation of secure aggregation protocol☆45Updated last year
- We provide a friendly foundational platform for beginners who intend to start Federated Learning (FL)☆17Updated 4 months ago