{"type": "article", "title": "Human-in-the-Loop Multi-Agent Ventilator Decision Support with Contextual Bandit Preference Learning", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/human-in-the-loop-multi-agent-ventilator-decision-support-with-contextual-bandit", "original_source": "https://arxiv.org/abs/2605.23320", "published": "2026-05-25T04:00:00+00:00", "accessed": "2026-07-17", "id": "human-in-the-loop-multi-agent-ventilator-decision-support-with-contextual-bandit"}