Beyond Federated Learning: Efficient and Secure Distributed Deep Learning for Non-IID Data

This is the Pytorch implementation of our paper, Beyond Federated Learning: Efficient and Secure Distributed Deep Learning for Non-IID Data

Full Code: Coming Soon!

We will release our full code in the near future.

This is a demo Code

Installation

Clone this repo

git clone https://anonymous.4open.science/r/Sedile-CEF6/

Run

To run the Sedile, execute the following command in your terminal:

mpiexec -n (N+1) python PPDML_CIFAR10.py (N)

Download CIFAR dataset from https://www.cs.toronto.edu/~kriz/cifar.html and unzip it into ./datasets/cifar-10-batches-py/