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Sayan Mitra

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#machine learning Preprint Aug 2026

Correcting Learning-based Perception for Safety

Learning-enabled perception is important in many autonomous systems. Unlike traditional sensors, the boundary where ML perception does or does not work is poorly characterized. Incorrect perception can lead to unsafe or overtly conservative downstream control actions. In this paper, we propose a two-step strategy for c...

Yan Miao, Hussein Darir, Sayan Mitra · 0 citations

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