# The training objective that makes robot videos look great but fail at contact - Date: 2026-03-23 - Category: Robotics Researchers from Zhejiang University, Westlake, and Beijing AI propose VAMPO, a reinforcement learning approach to fix the 'looks right, fails anyway' problem in diffusion-based video action models. ---