@article{fairnessmaybackfirewhenlevelingdownoccur, title = {Fairness May Backfire: When Leveling-Down Occurs in Fair Machine Learning}, author = {Yi Yang and Xiangyu Chang and Pei-yu Chen}, year = {2026}, eprint = {2603.06901}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.06901}, }