Distraction Is All You Need For Fairness

This is The repository for supporting matterial of "Distraction is All You Need for Fairness" link

Architecture

Training Algorithm

Requirements

For installing the requirements run:

pip install -r requirements.txt

Replicating the results

For running the model run:

python ablation_study.py --eta --data --fairness_layers --acc_layers --fairness_position --device --epochs --fairness_learning_rate --network_learning_rate --batch_size

For running the model with distraction module run:

UCI Adult dataset:

python attribute_classifier.py

Heritage Health dataset:

python attribute_classifier_health.py

Results

Adult Dataset

Health Heritage Dataset