This repository contains the code and experiments for the submission ViViT: Curvature access through the generalized Gauss-Newton's low-rank structure.

Reproducing the experiments

Note: Experiments were generated and verified to run on python=3.7.6 with pip==19.3.1.

Installation

Clone the repository and run the following commands in a virtual environment:

# main library requirements
pip install -r requirements.txt

# only for development/experiments
pip install -r requirements-dev.txt
pip install -r exp/requirements-exp.txt

# main library
pip install -e .

Alternative: If you use conda, you can call make conda-env. It will set up an environment called vivit and install the above dependencies. Activate it with conda activate vivit (remove it with conda env remove -n vivit).

Running experiments

Each experiment, along with instructions, is contained in a subdirectory under exp/:

• Performance evaluation
• Noise analysis
• Noisy quadratic