examples

Examples

Auditing models for Individual Fairness

Task	Auditor	Fair Metrics
Adult Income Prediction	SenSR	LogisticRegSensitiveSubspace EXPLOREDistance
Sentiment Analysis	SenSR	SVDSensitiveSubspaceDistance

---

Training models for Individual Fairness

Task	FairAlgo	Fair Metrics
Adult Income Prediction	SenSeI	LogisticRegSensitiveSubspace
Sentiment Analysis	SenSeI	SVDSensitiveSubspaceDistance
Synthetic Data	SenSeI	ProtectedEuclidenDistance
Individually fair ranking on synthetic data	SenSTIR	LogisticRegSensitiveSubspace
Word Embedding Association Tests	---	EXPLOREDistance

---

Post-processing pre-trained model predictions for Individual Fairness

Task	Fair Metrics	Link
Sentiment Analysis (DistilBERT model)	SVDSensitiveSubspaceDistance