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Tianwen Yu

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Preprint Aug 2026

Drive the Thoughts: Runtime Monitoring of VLA Reasoning-Trajectory Consistency

Autonomous vehicles (AVs) operate in complex environments where failures are consequential. Sophisticated machine learning models for perception and planning are key to overcoming at least part of that complexity, but their black-box nature complicates validation and verification (V&V). The recent integration of Vision...

Tianwen Yu, Lu Feng, Sebastian G. Elbaum · 0 citations

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