@article{whenfairnessmetricsdisagreeevaluatingthe, title = {When Fairness Metrics Disagree: Evaluating the Reliability of Demographic Fairness Assessment in Machine Learning}, author = {Khalid Adnan Alsayed}, year = {2026}, eprint = {2604.15038}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.15038}, }