Distribution of the number of admissible actions for different states in the ICU-Sepsis environment.

Distribution of the number of admissible actions for different states in the ICU-Sepsis environment.

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We present ICU-Sepsis, an environment that can be used in benchmarks for evaluating reinforcement learning (RL) algorithms. Sepsis management is a complex task that has been an important topic in applied RL research in recent years. Therefore, MDPs that model sepsis management can serve as part of a benchmark to evaluate RL algorithms on a challeng...