Kirti Dalal

Predictive Uncertainty as a Robustness Indicator: Quantifying Model Reliability Under Real World Noise and Distribution Shifts

2026 · Zenodo (CERN European Organization for Nuclear Research)

This paper is aimed at providing a detailed survey and integration of up-to-date research on Predictive Uncertainty Quantification in Machine Learning Systems, specifically addressing the problem of model robustness in the light of distributional shifts …