6 citations · 7 across the 2 of their papers we have counts for
2 papers
cs.LG2024★ 1 cited
Towards a Framework for Deep Learning Certification in Safety-Critical Applications Using Inherently Safe Design and Run-Time Error Detection
Romeo Valentin
Although an ever-growing number of applications employ deep learning based systems for prediction, decision-making, or state estimation, almost no certification processes have been…
cs.LG2023★ 6 cited
A Holistic Assessment of the Reliability of Machine Learning Systems
Anthony Corso, David Karamadian, Romeo Valentin +2
As machine learning (ML) systems increasingly permeate high-stakes settings such as healthcare, transportation, military, and national security, concerns regarding their reliabilit…