fairness guarantees

3 papers

• A Unified Framework for Fair Graph Generation: Theoretical Guarantees and Empirical Advances
• Fair Representation Learning with Controllable High Confidence Guarantees via Adversarial Inference
• Simple and Effective Specialized Representations for Fair Classifiers