From Misclassifications to Outliers: Joint Reliability Assessment in Classification

Yang Li, Youyang Sha, Yinzhi Wang +4

Building reliable classifiers is a fundamental challenge for deploying machine learning in real-world applications. A reliable system should not only detect out-of-distribution (OO…