Author

Shunkai Li

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Preprint Oct 2026

Hy-Nomas: Towards Free-form Interactive World Generation

Interactive world generation requires models to follow successive commands while preserving relevant history and action consequences. We present Hy-Nomas, a video world model with an 8B diffusion backbone that supports free-form text instructions and continuous camera control across multiple interaction turns. It gener...

Qiao-Ling Chen, Jia-Xiang Cheng, Xue-Qing Deng et al. · 0 citations

Jul 2026

AgentHOI: Multi-Agent Reasoning for Human-Object-Interaction Video Generation via Implicit Representation Alignment

AgentHOI is proposed, a text-driven HOI video generation following a thinking-before-generation framework that bridges the gap between high-level textual intent and physical execution through multi-agent reasoning over perception, interaction, and motion planning.

Ziyao Huang, Shunkai Li, Juan Cao et al. · arXiv.org · 1 citation