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08/03/2023
Bag of Policies for Distributional Deep Exploration
Efficient exploration in complex environments remains a major challenge ...
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03/20/2021
Bayesian Distributional Policy Gradients
Distributional Reinforcement Learning (RL) maintains the entire probabil...
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03/13/2020
Optimizing Medical Treatment for Sepsis in Intensive Care: from Reinforcement Learning to Pre-Trial Evaluation
Our aim is to establish a framework where reinforcement learning (RL) of...
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05/17/2019
Optimizing Sequential Medical Treatments with Auto-Encoding Heuristic Search in POMDPs
Health-related data is noisy and stochastic in implying the true physiol...
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05/29/2018