In this project we present CSAM (Certifiable Sharpness-Aware minimization) a novel algorithm where we aim to find a certifiably flat minima using IBP (Interval Bound Propagation).
To can install the dependencies in a clean python environment using pip :
pip install -r requirements.txt
To run our code and generate all the plots presented in our report we invite you to run the following notebooks :
- notebooks/benchmark.ipynb (For Adversarial attacks evaluation)
- notebooks/continual_learning.ipynb (For Post-Training evaluation)
Thank you for the time you will take to carefully evaluate our project.