SLOVA: Uncertainty Estimation Using Single Label One-Vs-All Classifier

Bartosz Wójcik, Jacek Grela, Marek Śmieja +2

Deep neural networks present impressive performance, yet they cannot reliably estimate their predictive confidence, limiting their applicability in high-risk domains. We show that…