@inproceedings{5adaa3787f374e4493105fc6aa5185ae,
title = "Certification Game for the Safety Analysis of AI-Based CPS",
abstract = "Current certification procedures aim at establishing trust in manufacturers of artificial intelligence/machine learning based cyber-physical systems. The certification process usually requires the manufacturer to demonstrate excellence in following safety engineering standards and regulations throughout the holistic system{\textquoteright}s engineering process. This paper touches on the need for real-world performance monitoring performed by the certifier to ensure that the operational system does not deviate from the specifications. We propose an interactive cooperative process between the manufacturer and certifier which aims at verifying conformance and consistency between the specifications and the operational model while preserving the manufacturer{\textquoteright}s competitive advantage.",
keywords = "AI-based cyber-physical systems, Certification, Game theory, Operational safety",
author = "Imane Lamrani and Ayan Banerjee and Gupta, {Sandeep K.S.}",
note = "Funding Information: This work is partly funded by a DARPA AMP grant. Publisher Copyright: {\textcopyright} 2021, Springer Nature Switzerland AG.; 40th International Conference on Computer Safety, Reliability and Security, SAFECOMP 2021 held in conjunction with Workshops on DECSoS, MAPSOD, DepDevOps, USDAI and WAISE 2021 ; Conference date: 07-09-2021 Through 10-09-2021",
year = "2021",
doi = "10.1007/978-3-030-83906-2_25",
language = "English (US)",
isbn = "9783030839055",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "297--310",
editor = "Ibrahim Habli and Mark Sujan and Simos Gerasimou and Erwin Schoitsch and Friedemann Bitsch",
booktitle = "Computer Safety, Reliability, and Security. SAFECOMP 2021 Workshops - DECSoS, MAPSOD, DepDevOps, USDAI, and WAISE, Proceedings",
address = "Germany",
}