Before revision:  Using representative patients and a validation cohort, we show that our method has learned physiologically interpretable generalizable policies .
After revision:  Using representative patients and a validation cohort, we show that our method learns physiologically explainable, robust policies that are consistent with clinical knowledge. Further our method consistently identifies high risk states that lead to death, which could potentially benefit from more frequent vasopressor administration, providing valuable guidance for future research