Martha V. Sourla

Sequential Fairness Auditing with Limited Output Access

Ioannis Pitsiorlas, Martha V. Sourla, Marios Kountouris

External evaluations are becoming increasingly central to the governance of AI systems. In practice, however, independent auditors often have limited access to deployed models and must rely on query-based interactions. Most existing fairness evaluation methods assume static datas…Read more