AINeutralarXiv – CS AI · May 17/10
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Focus Session: Autonomous Systems Dependability in the era of AI: Design Challenges in Safety, Security, Reliability and Certification
A research paper examines the critical challenge of ensuring dependability in AI-enabled autonomous systems, particularly in safety-critical applications like autonomous vehicles. The work addresses how traditional reliability and safety approaches fall short when integrated with unpredictable machine learning components, proposing new methodologies for verification, validation, and certification that bridge AI innovation with system-level safety guarantees.