Metric-DST: Mitigating Selection Bias Through Diversity-Guided Semi-Supervised Metric Learning

Yasin I. Tepeli, Mathijs de Wolf, Joana P. Gonçalves

Selection bias poses a critical challenge for fairness in machine learning, as models trained on data that is less representative of the population might exhibit undesirable behavi…