VAMR: Multi-Question Agentic Reasoning for Efficient Long-Form Video Understanding.

arXiv:2610.11171v1 Announce Type: cross Abstract: Long-form video understanding often involves multiple questions about different aspects of the same recording. Yet existing video agents typically process each question through an isolated tool-use trajectory.