Video creative agents still lack an effective way to learn from high-quality human films, limiting their ability to produce cinematic-grade videos. A key challenge is the absence of a structured video representation that is both faithful to film content and directly usable for agentic reasoning and manipulation. To add...
Chuyue Li, Jinpeng Yu, Hao-Zhe Wang et al.· 1 citation
Positive--Direction Matching (PDM), a branch-aware OPD objective that separately constrains the positive prediction and the CFG conditional direction, is introduced to dense-to-sparse video control, where naive guided matching is highly sensitive to inference guidance scales, while branch-aware supervision enables more...
Bingnan Li, Hao-Zhe Wang, H. Xiong et al.· arXiv.org· 2 citations
This work identifies specification-path sensitivity, a failure mode in which requirement histories that are equivalent in their final meaning lead the same agent system to produce behaviorally different programs.
Yang-Chang Wu, Hao-Zhe Wang, Huanyu Yang et al.· 0 citations
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