Sašo Karakatič

Fairness Evaluation Paradox: How Biased Test Data Masks True Group Fairness Assessment

The EU AI Act makes fairness metrics for high-risk AI systems’ compliance evidence, turning their trustworthiness into a safety and accountability concern. Fairness audits assume that test data reflects the properties of real-world conditions, whereas standard evaluation protocols use test data drawn from the same bias...