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Keith Anderson

2 accepted papers

2019

Rigorous Agent Evaluation: An Adversarial Approach to Uncover Catastrophic Failures

ICLR 2019poster

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 and assessing their probability of failure. The standar…

Cited by 91SourcePDFScholar
2018

Learning to Navigate in Cities Without a Map

NeurIPS 2018poster

Navigating through unstructured environments is a basic capability of intelligent creatures, and thus is of fundamental interest in the study and development of artificial intelligence. Long-range navigation is a complex cognitive task that relies on developing an internal representation of space, g…