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20242026
most citedInvestigating and Mitigating the Multimodal Hallucination Snowballing in Large Vision-Language Models

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cs.RO2026

POINav: Benchmarking and Enhancing Final-Meters Arrival in Real-World Vision-Language Navigation

Ruiyan Gong, Meisheng Zhang, Yuxiang Zhao +12

Real-world navigation is fundamentally driven by Points of Interest (POIs), yet reaching a precise POI remains a critical "final-meters" challenge. Existing Vision-Language Navigat…