Fine-Grained Uncertainty Quantification via Collisions

Jesse Friedbaum, Sudarshan Adiga, Ravi Tandon

We propose a new and intuitive metric for aleatoric uncertainty quantification (UQ), the prevalence of class collisions defined as the same input being observed in different classe…