santteegt / fl-algorithmsLinks
Repository containing notebooks that implement different Federated Learning algorithms using PyTorch
☆12Updated 4 years ago
Alternatives and similar repositories for fl-algorithms
Users that are interested in fl-algorithms are comparing it to the libraries listed below
Sorting:
- Federated learning used to detect credit card fraud☆13Updated 4 years ago
- Differentially Private Federated Learning on Heterogeneous Data☆64Updated 3 years ago
- Study of data imbalance and asynchronous aggregation algorithm on Federated Learning system (using PySyft)☆62Updated last year
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- FLIS: Clustered Federated Learning via Inference Similarity for Non-IID Data Distribution☆40Updated 2 years ago
- FedPSO: Federated Learning Using Particle Swarm Optimization to Reduce Communication Costs☆19Updated 2 years ago
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆45Updated 2 years ago
- 关于簇联邦学习的一个小小的改进。自动确定簇个数，提高簇模型精度，缓解用户孤立的问题☆36Updated 3 years ago
- Byzantine Attack-Resistant Federated Averaging Based on Outlier Elimination☆24Updated 2 years ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆68Updated 4 years ago
- ☆53Updated 3 years ago
- Similarity Guided Model Aggregation for Federated Learning☆24Updated 3 years ago
- This repository contains all the implementation of different papers on Federated Learning☆42Updated 4 years ago
- PyTorch implementation of Federated Learning algorithms FedSGD, FedAvg, FedAvgM, FedIR, FedVC, FedProx and standard SGD, applied to visua…☆76Updated 3 years ago
- 完全去中心化联邦学习☆28Updated last year
- Dopamine: Differentially Private Federated Learning on Medical Data (AAAI - PPAI)☆75Updated 3 months ago
- Code for Paper "Private federated learning on vertically partitioned data via entity resolution and additively homomorphic encryption"☆32Updated 2 years ago
- Implementing the algorithm from our paper: "A Reputation Mechanism Is All You Need: Collaborative Fairness and Adversarial Robustness in …☆35Updated last year
- A PyTorch implementation of "Communication-Efficient Learning of Deep Networks from Decentralized Data", AISTATS, 2017☆83Updated 10 months ago
- Implementation of Scaffold and Fedprox for Federated Learning using PyTorch☆22Updated 2 years ago
- Federated learning via stochastic gradient descent☆33Updated 4 years ago
- Chain-PPFL: A Privacy-Preserving Federated Learning Framework based on Chained SMC☆35Updated 4 years ago
- This is a implemention of FedAvg in paper Communication-Efficient Learning of Deep Networks from Decentralized Data.☆29Updated 4 years ago
- A simple federated learning implementation on MNIST dataset using PySyft. Main goal of the project was to get used to the PySyft federate…☆13Updated last year
- An open source FL implement with dataset(Femnist, Shakespeare, MNIST, Cifar-10 and Fashion-Mnist) using pytorch☆127Updated 2 years ago
- Asynchronous Federated Learning MNIST Image Classifier using Convolutional Neural-Network☆10Updated 2 years ago
- 通过阅读Communication-Efficient Learning of Deep Networks from Decentralized Data与Robust and Communication-Efficient Federated Learning from …☆37Updated 2 years ago
- ☆30Updated 3 years ago
- simulation of the asynchronous federated learning system of paper "Asynchronous Federated Optimization"☆24Updated 3 years ago
- ☆19Updated last year