Shien Song

VideoSEAL: Separating Planning from Answer Authority for Agentic Long Video Understanding

Long video question answering requires locating sparse, time-scattered visual evidence within highly redundant content. Although current MLLMs perform well on short videos, long videos introduce long-horizon search and verification, which often necessitates multi-turn, agentic interaction. We show t…