Video-DeepResearch: Towards the Next-Generation Multimodal Deepresearch Agent

• 类型：arxiv
• 标识：2608.03979
• 链接：https://arxiv.org/abs/2608.03979
• 主分类：multimodal
• 形态：method
• 被引：0
• 被引来源：Semantic Scholar
• S2被引：0
• 影响力被引：0
• TLDR：Video-DR is introduced, featuring a decoupled perception-exploration pipeline with stage-wise tool unlocking that compels exhaustive cross-frame visual grounding prior to web retrieval, enabling autonomous exploration that breaks the imitation-learning ceiling.
• 副分类：agent
• 待LLM分类：否
• 标题中文：Video-DeepResearch：迈向下一代多模态深度研究 Agent
• TLDR中文：提出 Video-DR，采用解耦的感知-探索流水线与分阶段工具解锁，强制在 web 检索前进行充分的跨帧视觉定位，实现突破模仿学习上限的自主探索。
• 来源文件：
• /inbox/tom/_candidates/2026-08-05-agent-rag-longcontext-candidates.json
• [S2 enrich]