Examples

• Auditing models for Individual Fairness

Task	Jupyter link	Binder link
Adult Income Prediction Predict if a person makes >$50000 or not. Model should be fair across genders.
Sentiment Analysis Predict the sentiment of an input sentence. Model should be fair across names from different ethnicities.

• Training models for Individual Fairness

Task	Jupyter link	Binder link
Adult Income Prediction Predict if a person makes >$50000 or not. Model should be fair across genders.
Sentiment Analysis Predict the sentiment of an input sentence. Model should be fair across names from different ethnicities.
Synthetic Data Classifier trained on a randomly generated 2-dimensional data with one dimension explicitly specified as a protected attribute.
Individually fair ranking on synthetic data Ranking algorithm trained on a randomly generated 2-dimensional data with one dimension explicitly specified as a protected attribute.
Word Embedding Association Tests Reduce bias in word embeddings by replacing the metric in the embedding space with an individually fair metric.

• Post-processing pre-trained model predictions for Individual Fairness

Task	Jupyter link	Binder link
Sentiment Analysis Post-process the sentiment predictions of the DistilBERT model from HuggingFace on sentences of template This movie was filed in <country>