Bonjour tout le monde,
Dans le cadre des séminaires de l'équipe Sécurité /Systèmes, nous écouterons sur Teams
Battista Biggio, professeur associé à l'université de Cagliari (Italie) et
co-fondateur de Pluribus One, jeudi 25/01/2024 à 10h30.
Battista Biggio nous parlera de ses travaux sur "AI Security Testing: Lessons Learned
and Open Challenges".
Résumé:
AI security testing has become crucial due to the widespread use of AI-based solutions in
safety-critical and security-sensitive systems, and to comply with the emerging
regulations. This talk aims to shed light on how to develop practical approaches to
evaluate AI security properties in a pragmatic manner. I will discuss the emerging
challenges and opportunities in AI security testing, along with the state-of-the-art
techniques developed to date. The presentation will describe several security testing
methods and explain the related challenges they pose. It will also quickly touch upon
novel approaches derived from adversarial machine learning that can help overcome the
existing AI security limitations.
Bio :
Battista Biggio (MSc 2006, PhD 2010) is Associate Professor at the University of Cagliari,
Italy, and co-founder of the cybersecurity company Pluribus One. He has provided
pioneering contributions in machine-learning security, playing a leading role in this
field. His seminal paper on “Poisoning Attacks against Support Vector Machines” won the
2022 ICML Test of Time Award. His work on “Wild Patterns” won the 2021 Best Paper Award
and Pattern Recognition Medal from Elsevier Pattern Recognition. He has managed several
research projects, and regularly serves as a PC member for ICML, NeurIPS, and USENIX
Security. He chaired IAPR TC1 (2016-2020), co-organized S+SSPR, AISec and DLS, and served
as Associate Editor for IEEE TNNLS, IEEE CIM, and Pattern Recognition. He is a senior
member of IEEE and ACM, and a member of IAPR and ELLIS.
Cordialement,
Ghada Gharbi
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Ghada GHARBI
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EPITA Toulouse
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