CommEfficient
FATE
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| CommEfficient | FATE | |
|---|---|---|
| 2 | 2 | |
| 69 | 5,498 | |
| - | 1.9% | |
| 0.0 | 9.9 | |
| over 2 years ago | about 2 months ago | |
| Python | Python | |
| - | Apache License 2.0 |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
CommEfficient
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[R] Correct way to implement client-level DP in Federated Learning
Take a look at https://github.com/kiddyboots216/CommEfficient (branch -> attacks) and https://github.com/jhcknzzm/Federated-Learning-Backdoor
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[D] Federated Learning Libraries in 2022?
The libraries I've worked on for Simulation and Production might fit your usecase depending on what your experiment is. I have worked with all the libraries you've mentioned and generally did not feel that they were conducive to the FL research that I do, but without knowing more details about what your experiment is I can't say much more.
FATE
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[D] Federated Learning Libraries in 2022?
FATE is very popular in China.
- Federated Learning
What are some alternatives?
flower - Flower: A Friendly Federated Learning Framework
ImageAI - A python library built to empower developers to build applications and systems with self-contained Computer Vision capabilities
openfl - The Open Flash Library for creative expression on the web, desktop, mobile and consoles.
FederatedScope - An easy-to-use federated learning platform
openfl - An open framework for Federated Learning.
fedjax - FedJAX is a JAX-based open source library for Federated Learning simulations that emphasizes ease-of-use in research.
breaching - Breaching privacy in federated learning scenarios for vision and text
openRiskScore - A python framework for risk scoring
fsnrnue - Lutris-based Linux installer for Fate/stay night [Réalta Nua] Ultimate Edition
FedScale - FedScale is a scalable and extensible open-source federated learning (FL) platform.
algorithms - Minimal examples of data structures and algorithms in Python