ConformalDQN filters ventilator-setting actions by behavioral-policy confidence before Q-value selection, and the authors report higher FQE-estimated survival than baselines.
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Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework
ConformalDQN filters ventilator-setting actions by behavioral-policy confidence before Q-value selection, and the authors report higher FQE-estimated survival than baselines.