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Author

Ruize Wang

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Preprint Aug 2026

MetaVideoAgent: Automated Video-Agent Evolution for Long-Form Video Understanding

Long-form video understanding requires locating sparse, question-relevant evidence in long, multimodal videos. Real-world video distributions differ in modality-specific information density, content structure, and evidence patterns, causing fixed video-agent designs to incur redundant processing or fail when mismatched...

Ben-Lei Cui, Ruize Wang, Junjie Li et al. · 1 citation

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