Introduces a Solo-to-Social planner-executor framework where LLMs decompose HHI into phases and roles, then a LoRA-adapted solo motion model grounds them into partner-aware 3D motion.
Armflow: Autoregressive meanflow for online 3d human reaction generation.arXiv preprint arXiv:2512.16234, 2025
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Social Structure Matters in 3D Human-Human Interaction Generation
Introduces a Solo-to-Social planner-executor framework where LLMs decompose HHI into phases and roles, then a LoRA-adapted solo motion model grounds them into partner-aware 3D motion.