Author

Zixiang Li

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Jul 2026

StructGen: Disambiguating Multi-Reference Image Generation via Structured Context Modeling

StructGen is proposed, which employs a structured, dictionary-like format to encode multiple reference images, thereby enabling explicit and unambiguous specification of generation intentions, and consistently outperforms existing methods on both semantic alignment and detailed reference-generation consistency.

Jianing Peng, Meng-Yu Wang, Henghui Ding et al. · arXiv.org · 0 citations

Preprint Aug 2026

StateFlow: Building, Evolving, and Accessing 3D World States for Previsualization

StateFlow is presented, a state-centric framework for generative previsualization that uses an editable 3D world to organize scene structure, evolution, and cameras, while off-the-shelf video models enhance visual quality when higher fidelity is desired.

Yuyang Yin, Zixiang Li, Longxiulin Deng et al. · 1 citation