Author

Sijia Zhou

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Jul 2026

OSEF: One-Step Evidence Fusion for Cross-Video Scene Procedure Planning

This work introduces Cross-Video Scene Procedure Planning (CVSPP): given an answer-redacted start-goal query and K candidate videos, a model must retrieve the supporting video, localize the relevant window, and predict the action sequence.

Zhentong Ye, Lei Zhang, Sijia Zhou et al. · arXiv.org · 0 citations