Avraham Ruderman

Rigorous Agent Evaluation: An Adversarial Approach to Uncover Catastrophic Failures

2018 · arXiv (Cornell University)

This paper addresses the problem of evaluating learning systems in safety critical domains such as autonomous driving, where failures can have catastrophic consequences. We focus on two problems: searching for scenarios when learned agents fail …