MrLinNing / FoolsGold

A sybil-resilient distributed learning protocol.

FoolsGold

A sybil-resilient distributed learning protocol that penalizes Sybils based on their gradient similarity.

Running a minimal MNIST example

Get the MNIST data.

Download and gunzip files from http://yann.lecun.com/exdb/mnist/
Move all the outputted files to ML/data/mnist. Navigate to that directory: cd ML/data/mnist and run parse_mnist.py

Create poisoned MNIST 1-7 data

From main directory navigate to the ML directory: cd ML/
Run: python code/misslabel_dataset.py mnist 1 7

Run FoolsGold

From main directory navigate to the ML directory: cd ML/
And run the following command for a 5 sybil, 1-7 attack on mnist.

python code/ML_main.py mnist 1000 5_1_7