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Testing of and with AI: Closing the generalization gap in autonomous vehicle validation

Dr. Janine Golpashin, Director of Product Solutions, Foretellix Inc.

Time: Wednesday, Nov 04, 2026 | 2:30 pm 

Session: AI adoption & strategies

Room: Plenary

The behavior of AI driving systems is learned, not specified, so fixed test suites become optimization targets a system can overfit to: the AV industry's Dieselgate risk. This talk covers testing OF AI (a new The process of determining that a system performs and meets the needs for identified end users.Validation paradigm) and testing WITH AI (coverage-driven scenario generation and data augmentation), and what standards must change to support credible safety arguments for The process of certifying compliance of a product with regulatory requirements, e.g. that it meets public safety and environment standards.Homologation.

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