Preprint Open access
SAGE: Safety-Aligned Gradient Enforcement for Human--Robot Collaboration
Multi-party human-robot collaboration poses a dual challenge: robot decisions should remain interpretable and auditable, while executed actions must satisfy safety constraints during physical interaction. Combining explainable decision-tree policies with control-barrier-function (CBF) filtering provides a promising arc …