google-research / federatedLinks
A collection of Google research projects related to Federated Learning and Federated Analytics.
☆722Updated 10 months ago
Alternatives and similar repositories for federated
Users that are interested in federated are comparing it to the libraries listed below
Sorting:
- Leaf: A Benchmark for Federated Settings☆884Updated 2 years ago
- Federated Optimization in Heterogeneous Networks (MLSys '20)☆683Updated 2 years ago
- A library for federated learning (a distributed machine learning process) in an enterprise environment.☆507Updated 3 weeks ago
- All materials you need for Federated Learning: blogs, videos, papers, and softwares, etc.☆695Updated 7 months ago
- Federated Learning Benchmark - Federated Learning on Non-IID Data Silos: An Experimental Study (ICDE 2022)☆597Updated last year
- A flexible Federated Learning Framework based on PyTorch, simplifying your Federated Learning research.☆771Updated 9 months ago
- FedML - The Research and Production Integrated Federated Learning Library: https://fedml.ai☆1,963Updated 2 years ago
- Implementation of dp-based federated learning framework using PyTorch☆300Updated 2 years ago
- resources about federated learning and privacy in machine learning☆536Updated 11 months ago
- Privacy Preserving Vertical Federated Learning☆218Updated 2 years ago
- Handy PyTorch implementation of Federated Learning (for your painless research)☆440Updated last year
- Implementation of Communication-Efficient Learning of Deep Networks from Decentralized Data☆1,353Updated last year
- A PyTorch Implementation of Federated Learning☆1,397Updated 10 months ago
- Federated Learning Simulator (FLSim) is a flexible, standalone core library that simulates FL settings with a minimal, easy-to-use API. F…☆259Updated 9 months ago
- A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.☆476Updated last year
- Simulate a federated setting and run differentially private federated learning.☆378Updated 2 months ago
- Code for Federated Learning with Matched Averaging, ICLR 2020.☆338Updated 3 years ago
- Everything you want about DP-Based Federated Learning, including Papers and Code. (Mechanism: Laplace or Gaussian, Dataset: femnist, shak…☆386Updated 7 months ago
- On the Convergence of FedAvg on Non-IID Data☆267Updated 2 years ago
- An easy-to-use federated learning platform☆298Updated last year
- FedTorch is a generic repository for benchmarking different federated and distributed learning algorithms using PyTorch Distributed API.☆191Updated last month
- [NeurIPS 2019 FL workshop] Federated Learning with Local and Global Representations☆237Updated 10 months ago
- FedScale is a scalable and extensible open-source federated learning (FL) platform.☆398Updated last year
- Personalized Federated Learning with Moreau Envelopes (pFedMe) using Pytorch (NeurIPS 2020)☆295Updated 3 years ago
- Code and data accompanying the FedGen paper☆252Updated 7 months ago
- Standard federated learning implementations in FedLab and FL benchmarks.☆153Updated last year
- Benchmark of federated learning. Dedicated to the community. 🤗☆596Updated this week
- Source code for paper "How to Backdoor Federated Learning" (https://arxiv.org/abs/1807.00459)☆298Updated 10 months ago
- ☆176Updated 7 months ago
- Fair Resource Allocation in Federated Learning (ICLR '20)☆248Updated last year