📑 arXiv 3d ago
Hybrid Decision Making via Conformal VLM-generated Guidance
ConfGuide improves learning-to-guide systems by using conformal risk control to select outcome sets with guaranteed false negative rates, generating more succinct textual guidance. Unlike existing approaches that compound all possible outcomes into dense text, this method provides targeted guidance that reduces cognitive load. Keeps humans responsible for final decisions while making AI assistance more digestible.