Pablo Otero

A Gradient-Level Diagnosis of Extreme Class Imbalance in Multiple Instance Learning via q-Calculus

This work identifies ratio-invariant safety—non-degradation at any imbalance ratio, satisfied by vanilla BCE and q-calculus but violated by all reweighting methods—and gives recommendations spanning moderate to extreme imbalance.