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Author

Ekele Ogbadu

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Conference Aug 2026

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...

Ekele Ogbadu, Stephanie M. Lukin, Cynthia Matuszek · 0 citations

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