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arXiv — cs.AI

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Risk-Aware Occupancy for Safety-Oriented End-to-End Autonomous Driving

Sparse representation formulates the environment perception for the end-to-end driving system as a set of discrete elements like objects and lane lines. This formulation meets safety risks in crowded, occluded scenes dealing with unstructured obstacles, uncertain regions, and…

arXiv — cs.AIBy: Jiaxing Chen, Hengduo Zou, Yiren Zhao, Bolin GaoSeptember 22, 2026 (Sep 22)
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  • Sparse representation formulates the environment perception for the end-to-end driving system as a set of discrete elements like objects and lane lines
  • This formulation meets safety risks in crowded, occluded scenes dealing with unstructured obstacles, uncertain regions, and…
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Risk-Aware Occupancy for Safety-Oriented End-to-End Autonomous Driving

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