@article{exposingtheillusionoffairnessauditingvul, title = {Exposing the Illusion of Fairness: Auditing Vulnerabilities to Distributional Manipulation Attacks}, author = {Valentin Lafargue and Adriana Laurindo Monteiro and Emmanuelle Claeys and Laurent Risser and Jean-Michel Loubes}, year = {2025}, eprint = {2507.20708}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2507.20708}, }