跳出帧采样旧范式，重新思考多模态大模型如何真正理解长视频。
arXiv:2608.05592v1 Announce Type: new Abstract: Multimodal Large Language Models (MLLMs) have achieved strong progress in video understanding, yet it …
诊断Video-LLM在长视频中跟踪角色的失败，揭示当前最强开源模型未能真正“观看”视频的局限。
arXiv:2607.11078v1 Announce Type: cross Abstract: Can a Video Large Language Model (Video-LLM) follow one person through a long video, keeping track o…
多级LLM框架Scribby，专攻长视频语义分析，为教育、直播等场景提供结构化解读
arXiv:2606.14762v1 Announce Type: cross Abstract: As video content continues to expand across educational platforms, recorded lectures, and live-strea…
提出高效视觉编码器，解决Video LLM长视频中视觉token爆炸难题，突破帧扩展瓶颈。
arXiv:2605.17260v1 Announce Type: new Abstract: The fundamental challenge in scaling Video Large Language Models (Video LLMs) to long-form video lies …