/Convex-Hull-Iteration

This repository contains code which accompanies the paper: Assessing Model Behaviour on Extreme Counterfactuals (https://www.researchgate.net/publication/360912277_Assessing_Model_Behaviour_on_Extreme_Counterfactuals)

Primary LanguagePythonGNU General Public License v3.0GPL-3.0

Convex-Hull-Iteration

This repository contains code which accompanies the paper: Assessing Model Behaviour on Extreme Counterfactuals

The paper describes "Convex Hull Iteration" - a technique to estimate model performance on extreme counterfactuals.

convex_hull_iteration.py contains Python code demonstrating the technique and visualizing results.

The code is written in Python 3.

Dependencies are in requirements.txt, and can be installed with:

pip3 install -r requirements.txt

To run the code from a terminal (in the repo directory):

python3 convex_hull_iteration.py