This chapter (13) focuses on Cybersecurity and Artificial Intelligence in the context of the revised EU product liability directive and the evolving EU cybersecurity regulation (e.g., EU Cyber Resilience Act). As more products rely on Machine Learning (ML), the peculiar cybersecurity vulnerabilities of ML become furthermore important with a prominent role played by the protection of the learning process. The defensive strategies should be designed considering data governance and protection as priorities and shall be implemented leveraging a mix of frameworks, policies, and techniques aimed to tackle, from a product liability perspective, the specific cybersecurity risks implied by the adoption of ML.

Cybersecurity and Artificial Intelligence / S. Barezzani (ROUTLEDGE-GIAPPICHELLI STUDIES IN LAW). - In: EU Product Liability Law: Platforms, Internet of Things and Artificial Intelligence / [a cura di] S. Martinelli, P. Perri, C. Poncibò. - Prima edizione. - [s.l] : Routledge-Giappichelli, 2026 Jul 07. - ISBN 9791221113266. - pp. 319-348

Cybersecurity and Artificial Intelligence

S. Barezzani
2026

Abstract

This chapter (13) focuses on Cybersecurity and Artificial Intelligence in the context of the revised EU product liability directive and the evolving EU cybersecurity regulation (e.g., EU Cyber Resilience Act). As more products rely on Machine Learning (ML), the peculiar cybersecurity vulnerabilities of ML become furthermore important with a prominent role played by the protection of the learning process. The defensive strategies should be designed considering data governance and protection as priorities and shall be implemented leveraging a mix of frameworks, policies, and techniques aimed to tackle, from a product liability perspective, the specific cybersecurity risks implied by the adoption of ML.
Product Liability; Cybersecurity; Artificial Intelligence; Machine learning; Product Liability Directive; Artificial Intelligence Act; Cyber Resilience Act; Trustworthy AI; AI governance; Adversarial AI; Data governance; Data protection; Data poisoning attack; Adversarial examples attack; Membership inference attack;
Settore INFO-01/A - Informatica
   SEcurity and RIghts in the CyberSpace (SERICS)
   SERICS
   MINISTERO DELL'UNIVERSITA' E DELLA RICERCA
   codice identificativo PE00000014
7-lug-2026
https://www.giappichelli.it/eu-product-liability-law-platforms-internet-of-things-and-artificial-intelligence-9791221113266
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Descrizione: This is the Accepted Manuscript of the book chapter “Cybersecurity and Artificial Intelligence” number 13 in the final version published by Routledge-Giappichelli in “EU Product Liability Law: Platforms, Internet of Things and Artificial Intelligence” on 07/07/2026: https://www.giappichelli.it/eu-product-liability-law-platforms-internet-of-things-and-artificial-intelligence-9791221113266
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/1260516
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