Pairwise Fairness for Ranking and Regression

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:

• : This colab decribes how to train a linear model under pairwise fairness constraints on a synthetically generated dataset.
• : This colab decribes how to train a monotone function under pairwise fairness constraints.
• : This colab decribes how to train a ranking function under pairwise fairness constraints on the Communities & Crime dataset.
• : This colab decribes how to train a regression function under pairwise fairness constraints on the Communities & Crime dataset.