PlanWAM: Planning-Shaped Future Representations for End-to-End Autonomous Driving
PlanWAM introduces a Planning-Shaped World Action Model that treats future modeling as a planning problem. It shapes the future representation directly using trajectory planning objectives instead of generic predictions, leading to better foresight in autonomous driving. This method achieves superior performance in both open-loop and closed-loop evaluations.