ResearchResearch paperRobotics & Embodied AI1 source · Oct 20, 2026

World2HOSI: A Multi-Expert Harness for Long-Horizon Human-Object-Scene Interaction Generation

Long-horizon human-object-scene interaction (HOSI) is central to embodied AI, animation, and game development.

Key points

  • Existing human-object interaction (HOI) and human-scene interaction (HSI) models excel in their respective domains, but none alone covers tasks requiring multiple interaction skills.
  • We introduce World2HOSI, a multi-expert orchestration harness that generates continuous HOSI data from 3D Gaussian Splatting (3DGS) scenes and natural language instructions.
  • World2HOSI realizes this insight as a closed loop around a persistent scene state built from decoupled background and object assets.
  • Experiments and a perceptual user study show that World2HOSI achieves the best task completion and interaction quality on the evaluated HOSI tasks, while generating more diverse data.

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