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AdaVDR: Adaptive Tool Use and Reflection for Video Deep Research

arXiv · AI, language, vision and robotics · article · Aug 26, 2026 · UTC

Video deep research answers complex questions by jointly understanding video content and retrieving external knowledge from the open Web. However, diverse questions and videos require different tool-use strategies, and inappropriate tool calls can produce incorrect results. Uncertain grounding and retrieval also make unnecessary interactions costly and error-prone, increasing latency and reasoning errors. To address these challenges, we propose AdaVDR, an adaptive video deep research agent with adaptive tool invocation and reflection. AdaVDR selects tools according to the task and its capabili

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Evidence & attribution

First collected: 2026-09-21T09:22:01.459Z. This is not the publication date.