World Models Dream of Success: Diagnosing and Repairing Failure Insensitivity in Robot World Models

Jiuyi Xu, Xiao Hu, Meida Chen +3

Robot world models support policy evaluation, planning, and synthetic data generation, but these applications require predictions that distinguish successful actions from failures.…