WANDA: Synthetic Data Engine Enables Open-World Mobile Manipulation from One Demonstration

Jul 16, 2026

Researchers present WANDA, a synthetic data engine that generates extensive training data from a single human demonstration for open-world mobile manipulation. WANDA reconstructs scenes and robot-object interaction trajectories, rearranges them into diverse spatial configurations, and synthesizes photo-realistic observations. Policies trained with WANDA demonstrate long-horizon robustness and generalization across different environments and robot embodiments in both simulation and real-world tasks.

Why it matters: WANDA could significantly reduce the human effort required to train generalist mobile manipulation robots, potentially accelerating their practical deployment.

Full story at: arXiv Robotics ↗