Disruptive Innovations and Disruptive Assurance: Assuring Machine Learning and Autonomy

Abstract

Autonomous and machine learning-based systems are disruptive innovations and thus require a corresponding disruptive assurance strategy. We offer an overview of a framework based on claims, arguments, and evidence aimed at addressing these systems and use it to identify specific gaps, challenges, and potential solutions.