Can you trust your Agent? The Effect of Out-of-Distribution Detection on the Safety of Reinforcement Learning Systems

Author:

Haider Tom1ORCID,Roscher Karsten1ORCID,Herd Benjamin1ORCID,Schmoeller Roza Felippe1ORCID,Burton Simon1ORCID

Affiliation:

1. Fraunhofer IKS, Munich, Germany

Funder

Bavarian Ministry for Economic Affairs, Regional Development and Energy

Publisher

ACM

Reference38 articles.

1. Joshua Achiam, David Held, Aviv Tamar, and Pieter Abbeel. 2017. Constrained policy optimization. In International conference on machine learning. PMLR, 22--31.

2. Safe Reinforcement Learning via Shielding

3. Marcin Andrychowicz, Filip Wolski, Alex Ray, Jonas Schneider, Rachel Fong, Peter Welinder, Bob McGrew, Josh Tobin, OpenAI Pieter Abbeel, and Wojciech Zaremba. 2017. Hindsight experience replay. Advances in neural information processing systems 30 (2017).

4. Dynamic Assurance Cases: A Pathway to Trusted Autonomy

5. Marc G Bellemare, Salvatore Candido, Pablo Samuel Castro, Jun Gong, Marlos C Machado, Subhodeep Moitra, Sameera S Ponda, and Ziyu Wang. 2020. Autonomous navigation of stratospheric balloons using reinforcement learning. Nature 588, 7836 (2020), 77--82.

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