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Toward explainable, robust and fair AI in automated and autonomous vehicles

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Challenges and opportunities for safety and security
In March 2022 the JRC (Units B.6, C.4, E.3) organized an Exploratory Workshop entitled "Toward explainable, robust, and fair AI in automated and autonomous vehicles", bringing together experts in fields such as Trustworthy AI, autonomous driving, and vehicle testing. This report summarizes the steps that followed the organization of the workshop, including the definition of the scientific objectives, the list of invited presenters and participants, and the conditions under which the workshop took place. The report also presents the main findings of each talk that occurred during the workshop and an analysis of the discussions that occurred during collaborative working sessions. Topics of interest included, among others, current regulations and standards regarding automated and autonomous road vehicles and analysis of their limitations; explainability of artificial intelligence ; accuracy, robustness, security, and fairness of AI systems. These insights are used to provide concluding remarks on the outlook of the Workshop, in particular how the findings of the Workshop can help to promote further research within and outside of the JRC on this topic, with the goal of making safer transport through innovative ecosystems and effective regulations.
2023-04-17
Publications Office of the European Union
JRC130621
978-92-76-58978-5 (online),   
1831-9424 (online),   
EUR 31305 EN,    OP KJ-NA-31-305-EN-N (online),   
https://publications.jrc.ec.europa.eu/repository/handle/JRC130621,   
10.2760/95650 (online),   
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