Code for "Fair Ranking with Noisy Protected Attributes"

This repository contains the code for reproducing the simulations in our paper "Fair Ranking with Noisy Protected Attributes."

Running simulations

1. To reproduce the simulation on synthetic dataset run Synthetic-data.ipynb,
2. to reproduce the simulation on occupations-image dataset run Occupations-data.ipynb, and
3. to reproduce the simulation on chess-ranking dataset run Chess-ranking-data.ipynb.

We provide copies of the chess-ranking dataset (by Ghosh, Dutt, and Wilson) and the occupations-image dataset (by Celis and Keswani) in the repository.

This repository borrows code from the repositories SIGIR_FairRanking_UncertainInference and Noisy-Fair-Subset-Selection.