From Solo to Ensemble: A Hierarchical Framework for Composable Multi-Agent Human-Object Interaction
The framework converts individual human-object interaction policies into reusable Object-oriented Motion Skills. This allows high-level policies to coordinate multiple agents by controlling compact object-level proxy motions instead of complex, direct full-body control. The system learns a low-level skill that can be frozen and reused across different objects and team sizes.