VDSS coordinates modular agents via contracts, adapts clinician preferences online with a contextual bandit, and shows higher acceptability plus fewer rounds in retrospective ICU replay with expert review.
Heart & Lung73, 139–152 (2025)
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Human-in-the-Loop Multi-Agent Ventilator Decision Support with Contextual Bandit Preference Learning
VDSS coordinates modular agents via contracts, adapts clinician preferences online with a contextual bandit, and shows higher acceptability plus fewer rounds in retrospective ICU replay with expert review.