A causal framework for evaluating deferring systems

F Palomba, A Pugnana, JM Alvarez… - arxiv preprint arxiv …, 2024 - arxiv.org
Deferring systems extend supervised Machine Learning (ML) models with the possibility to
defer predictions to human experts. However, evaluating the impact of a deferring strategy …

Deep neural network benchmarks for selective classification

A Pugnana, L Perini, J Davis, S Ruggieri - arxiv preprint arxiv:2401.12708, 2024 - arxiv.org
With the increasing deployment of machine learning models in many socially sensitive tasks,
there is a growing demand for reliable and trustworthy predictions. One way to accomplish …