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We utilize the Adversarial Model Perturbations (AMP) regularizer to regularize clients’ models. The AMP regulzaizer is based on perturbing the model parameters so as to get a more generalized model. The claim of AMP regularizer is to reach flat minima and therefore is expected to reach flat minima in FL settings as well.
Updated
May 24, 2023
Python
Federated Learning with Candle
Updated
May 22, 2024
Rust
Using FedAvg method to predict future temperature.
Updated
Dec 6, 2023
Python
A Open Source Federated Learning Simulation Framework for Everyone
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Apr 8, 2023
Python
A classic implementation of Federated Learning for identifying FALL and ADL from images with Transfer Learning.
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Nov 7, 2023
Jupyter Notebook
federated learning standalone modeling environment
Updated
Dec 23, 2020
Python
Experiments of the FL in Healthcare project - MRI images use case - using Flower
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Jun 3, 2023
Jupyter Notebook
Hyper-tuned federated learning using flower framework.
Updated
May 22, 2024
Jupyter Notebook
Federated Learning for Swarm Robotics
Updated
Mar 17, 2023
Python
Comparison of FedAvg and FedDyn as a final project for the Advance Machine Learning course at Politecnico di Torino
Updated
Feb 13, 2022
Jupyter Notebook
A PyTorch framework for federated learning. This is a very basic framework.
Updated
Jul 22, 2023
Python
Implementation of FedNCF with SecAvg
Decentralized (P2P) Federated Learning implementation using libp2p JavaScript
Updated
May 21, 2022
JavaScript
Federated Learning with flower and pytorch using a metaheuristic based on the beta distribution
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Jun 28, 2022
Python
Centralized Federated Learning using WebSockets and TensorFlow
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Jan 21, 2022
Python
(CVPR 2024) Official Implementation of "FedSOL: Stabilized Orthogonal Learning with Proximal Restrictions in Federated Learning"
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Jun 28, 2024
Python
Simulate the fedavg and fedprox algorithm of federated learning
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Apr 25, 2023
Python
An FL algorithm inspired by FedGMA
Updated
Oct 21, 2023
Python
Federated Learning Experiments for Remote Sensing image data using convolution neural networks
Updated
Aug 5, 2021
Jupyter Notebook
PyTorch implementation of federated learning on MNIST
Updated
Feb 19, 2024
Jupyter Notebook
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