CyLab Seminar - Paulo Esteves-Veríssimo September 27, 2024 12:00pm — 1:00pm Location: In Person and Virtual - ET - Newell-Simon 4305 and Zoom Speaker: PAULO ESTEVES-VERÍSSIMO, Paulo Esteves-Veríssimo, Professor of Computer Science, and, Director of the Resilient Computing and Cybersecurity Center (RC3), King Abdullah University of Science and Technology (KAUST) https://cemse.kaust.edu.sa/rc3/people/person/paulo-verissimo Safe and Secure AI/ML-driven Autonomous Vehicles? Not anywhere near yet... Currently, there is a substantial push towards autonomous vehicles (AV) in the market. However, largely or autonomous vehicles, though using extensive fault-tolerance e.g., in x-by-wire functions, are still not quite safe from an accidental faults’ perspective, leave alone malicious faults. The growing number of recent AV architectures hinging on the advancements in AI/ML models, given their functional power, must be put in context with an equally significant number of related serious or fatal accidents. I advance by presenting important misconceptions and pitfalls originating from the use of inappropriate AI/ML techniques in the AV area, which may be the cause of serious accidents. Furthermore, AV present an even greater threat surface to combined accidental faults and malicious attacks. These pitfalls have been very slowly recognized by car makers, with potentially harming results. However, simultaneously securing unavoidable properties of Safety and Security is indeed a hard problem. I raise a bit of the curtain on how to break this chicken and egg dilemma—closing the safety-security gap—presenting some recent solution avenues based on cyber resilience, a core subject of my research. Namely, I will discuss how in-car architectures might evolve to achieve fault and intrusion resilience of ECUs at system level, as well as reconciling the data-level stochastic nature of AI/ML paradigms with the determinism of driving control theory at system level, leveraging the best from both worlds: trustworthiness and intelligence. — Paulo Esteves-Veríssimo is a professor of Computer Science at KAUST, founding director of the Resilient Computing and Cybersecurity Center , and research fellow at the University of Luxembourg (LU). He is Fellow of IEEE and of ACM, author of over 200 peer-refereed publications and co-author of 5 books. He is currently interested in resilient computing, in areas like: SDN-based infrastructures; autonomous vehicles; distributed control systems; digital health and genomics; or blockchain and cryptocurrencies. Faculty Host: William Sanders In Person and Zoom Participation. See announcement. Event Website: https://www.cylab.cmu.edu/events/2024/09/27-seminar-esteves-ver%C3%ADssimo.html Add event to Google Add event to iCal
