HALO-WA: Hybrid-Attention Latent-Guided Online Reinforcement Learning for World-Action Models

Angen Ye, Weijie Ke, Xiaofeng Wang +7

World-action (WA) models can generate long-horizon action chunks for general-purpose robotic manipulation, but they remain vulnerable to calibration, perception, and contact-dynami…