Tutorial colabs accompanying the following paper: Harikrishna Narasimhan, Andrew Cotter, Maya Gupta, Serena Wang, "Pairwise Fairness for Ranking and Regression", AAAI 2020.
We provide two colabs:
- synthetic.ipynb: This colab decribes how to train a linear model under pairwise fairness constraints on a synthetically generated dataset.
- monotone.ipynb: This colab decribes how to train a monotone function under pairwise fairness constraints.