On the Role of Dataset Quality and Heterogeneity in Model Confidence

Yuan Zhao, Jiasi Chen, Samet Oymak

Safety-critical applications require machine learning models that output accurate and calibrated probabilities. While uncalibrated deep networks are known to make over-confident pr…