Exposing the Illusion of Fairness: Auditing Vulnerabilities to Distributional Manipulation Attacks. - Valentin Lafargue; Adriana Laurindo Monteiro; Emmanuelle Claeys; Laurent Risser; Jean-Michel Loubes (CoRR, 2025)