DRAUC: An Instance-wise Distributionally Robust AUC Optimization Framework

Distributionally Robust Optimization (DRO) enhances model performance by optimizing it for the local worst-case scenario, but directly integrating AUC optimization with DRO results in an intractable optimization problem.