Safety-Aware Shared Autonomy via World-Model Constrained Planning
World Model Assisted Safety Planning is proposed, a model-predictive shared autonomy framework for explicit safety constraint satisfaction that substantially reduces safety violations while preserving task performance and reducing unnecessary interventions over prior shared autonomy baselines.