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I. Akinwande

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#artificial intelligence Preprint Sep 2026

Stochastic World Models for Verifying Vision-Based Neural Feedback Systems

Verifying a vision-based neural feedback system requires a model of the observations its controller acts upon. Such a model must capture the variation the sensor produces, while remaining tractable for closed-loop analysis. Generative adversarial networks (GANs) have served as perception surrogates, but they are large,...

I. Akinwande, M. Kochenderfer, Clark W. Barrett · 0 citations

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