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    <title>Pedestrian Safety on Cognaptus</title>
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      <title>Crossing the Line: Teaching Pedestrian Models to Reason, Not Memorize</title>
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      <description>A mechanism-first reading of PedX-LLM, a vision-and-knowledge-enhanced local LLM for generalizable pedestrian crossing behavior inference.</description>
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