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07/25/2023
Continuous Time Evidential Distributions for Irregular Time Series
Prevalent in many real-world settings such as healthcare, irregular time...
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01/13/2023
Risk Sensitive Dead-end Identification in Safety-Critical Offline Reinforcement Learning
In safety-critical decision-making scenarios being able to identify wors...
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10/08/2021
Medical Dead-ends and Learning to Identify High-risk States and Treatments
Machine learning has successfully framed many sequential decision making...
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11/23/2020
An Empirical Study of Representation Learning for Reinforcement Learning in Healthcare
Reinforcement Learning (RL) has recently been applied to sequential esti...
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06/20/2020
Counterfactually Guided Policy Transfer in Clinical Settings
Reliably transferring treatment policies learned in one clinical environ...
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11/26/2018