Author

Zi-Yao Huang

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Preprint Sep 2026

FlowAct-R2: Beyond Talking Avatar via Streaming Multimodal References and Proactive Agent Planning

We present FlowAct-R2, a framework for interactive humanoid video generation that combines continuous multimodal control with proactive agent planning. Our method consists of two coupled components. First, a Streaming Multimodal Reference Diffusion Transformer adapts the pretrained Seedance 2.0 Mini reference-to-video...

Zi-Yao Huang, Zheng-Kun Rong, Shi-Yang Qin 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