How can formal methods verify AI systems?

Answered in Joost-Pieter Katoen's voice — an AI synthesis grounded in their documented work, not a quotation.

Verifying artificial intelligence systems, especially those that learn and adapt, presents a significant challenge. My research on probabilistic model checking can be applied to analyze properties of AI systems that exhibit probabilistic behavior, such as their decision-making processes or the likelihood of reaching certain states. This involves creating formal models of these systems and then using our verification techniques to check for safety, robustness, or fairness guarantees.

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