Adria Aldoma

Position: Predictive Uncertainty Is Not Enough -- Joint Distribution for Full Uncertainty Representation

When AI is deployed in safety-critical domains, erroneous and overconfident predictions can have severe consequences. Therefore, comprehensive uncertainty quantification (UQ) should be a foundational requirement for responsible decision-making. Current UQ methods based on epistemic and aleatoric dec…