Fair Play for Individuals, Foul Play for Groups? Auditing Anonymization's Impact on ML Fairness

Héber H. Arcolezi, Mina Alishahi, Adda-Akram Bendoukha +1

Machine learning (ML) algorithms are heavily based on the availability of training data, which, depending on the domain, often includes sensitive information about data providers.…