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Author

Haozhe Wang

3 papers indexed here

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Preprint Aug 2026

AVA-Encoder: Towards Agent-Native Video Representation Learning

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
Jul 2026

Rethinking Classifier-Free Guidance in On-Policy Diffusion Distillation

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. · 2 citations
Preprint Aug 2026

SpecPath: Testing Coding Agents Across Contract-Equivalent Specification Histories

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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