This repository contains the code and documentation for the final AISEC Project. The goal of the project is to investigate adversarial robustness and sharpness of loss landscapes of higher-order optimizer, specifically Gauss-Newton compared to Adam.
aisec-project/
├── conf/ # Configuration files (e.g. experiments, hyperparameters)
├── doc/
│ └── paper.pdf # Small draft detailing experiments
├── src/ # Source code: models, training, evaluation, utilities
│ └── multirun/ # Sweeps over models/rho
│ └── outputs/ # Run logs from my runs.
├── requirements.txt # All installed dependencies
└── .gitignore
Note that model parameters are uploaded into the Hydra run folders and should be easily replicated.