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Benchmarking Uncertainty Estimation Methods for Deep Learning With Safety-Related Metrics

Maximilian Henne, Adrian Schwaiger, Karsten Roscher, Gereon Weiss. Benchmarking Uncertainty Estimation Methods for Deep Learning With Safety-Related Metrics. In Huáscar Espinoza, José Hernández-Orallo, Xin Cynthia Chen, Seán S. ÓhÉigeartaigh, Xiaowei Huang 0001, Mauricio Castillo-Effen, Richard Mallah, John McDermid, editors, Proceedings of the Workshop on Artificial Intelligence Safety, co-located with 34th AAAI Conference on Artificial Intelligence, SafeAI@AAAI 2020, New York City, NY, USA, February 7, 2020. Volume 2560 of CEUR Workshop Proceedings, pages 83-90, CEUR-WS.org, 2020. [doi]

Authors

Maximilian Henne

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Adrian Schwaiger

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Karsten Roscher

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Gereon Weiss

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