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Rigorous Agent Evaluation: An Adversarial Approach to Uncover Catastrophic Failures.

international conference on learning representations, (2019)

被引用40|浏览163
EI
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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 standard method for agent evaluation in reinfor...更多

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