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The missing link: Developing a safety case for perception components in automated driving


Aug 30, 2021
Rick Salay, Krzysztof Czarnecki, Hiroshi Kuwajima, Hirotoshi Yasuoka, Toshihiro Nakae, Vahdat Abdelzad, Chengjie Huang, Maximilian Kahn, Van Duong Nguyen


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Open Problems in Engineering Machine Learning Systems and the Quality Model


Apr 01, 2019
Hiroshi Kuwajima, Hirotoshi Yasuoka, Toshihiro Nakae

* 17 pages, 3 figures, 5 tables 

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Open Problems in Engineering and Quality Assurance of Safety Critical Machine Learning Systems


Dec 07, 2018
Hiroshi Kuwajima, Hirotoshi Yasuoka, Toshihiro Nakae

* DISE1: Joint Workshop on Deep (or Machine) Learning for Safety-Critical Applications in Engineering 

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Runtime Monitoring Neuron Activation Patterns


Sep 19, 2018
Chih-Hong Cheng, Georg Nührenberg, Hirotoshi Yasuoka


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Towards Dependability Metrics for Neural Networks


Jun 08, 2018
Chih-Hong Cheng, Georg Nührenberg, Chung-Hao Huang, Harald Ruess, Hirotoshi Yasuoka


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Quantitative Projection Coverage for Testing ML-enabled Autonomous Systems


May 11, 2018
Chih-Hong Cheng, Chung-Hao Huang, Hirotoshi Yasuoka


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