Beyond Successful Robot Demonstrations: Learning from Human Interactions and Modeling Failure Dynamics

Action-conditioned world models offer a promising foundation for generalist robotic intelligence by predicting the consequences of actions. However, existing robotic datasets provide limited coverage of the diverse interaction dynamics required for generalizable world modeling. Large-scale egocentri