GeniWorld: A Generalizable Interactive World Model for Robotic Manipulation via Visual Actions
GeniWorld is an interactive world model that learns from limited real-world demonstrations and generalizes robustly to unseen scenarios by conditioning on visual actions. It decouples robot motion from scene dynamics using visual action representations, enabling closed-loop interaction with both robot policies and human operators.