Towards Clear Expectations for Uncertainty Estimation

Victor Bouvier, Simona Maggio, Alexandre Abraham +1

If Uncertainty Quantification (UQ) is crucial to achieve trustworthy Machine Learning (ML), most UQ methods suffer from disparate and inconsistent evaluation protocols. We claim th…