Ask-to-Act: Learning when Robots Should Clarify Ambiguous Grounded Instructions
Robots that follow natural-language instructions must decide not only what action to execute, but also whether the current evidence is sufficient to act at all. We present Askto-Act, a framework for grounded robot instruction following that treats clarification as a cost-sensitive decision under uncertainty. The system...