Out-of-Distribution Detection using Counterfactual Distance

Maria Stoica, Francesco Leofante, Alessio Lomuscio

Accurate and explainable out-of-distribution (OOD) detection is required to use machine learning systems safely. Previous work has shown that feature distance to decision boundarie…