MinimaxFairAUC

Repository for "Minimax AUC Fairness: Efficient Algorithm with Provable Convergence". To speed up the process, we only apply 3 random seeds in training and testing. It takes about 5 hours to finish all experiments. Please follow the steps to run experiments.

(Optional) Install dependencies in your virtual environment

pip install -r requirements.txt

Run Algorithm 1 in Table 2

bash table2.sh

The above command will write to the screen and then generate a new file named table2 to save results.

Run Algorithm 1 in Figure 2

bash figure2.sh

The above command will generate a new folder named figure2 to save results.