Nam Phan

DEGRE: Dynamic Gating Ensembles for Trust-Aware Rejection in Medical Image Diagnostics

For artificial intelligence to be safely deployed in high-risk domains, it must reliably know its limits. Selective prediction, or learning with a reject option, addresses this by enabling a model to abstain from prediction on inputs it deems unreliable, deferring them to a human expert. While deep