Offline reinforcement learning with uncertainty for treatment strategies in sepsis

9 July 2021

Papers citing "Offline reinforcement learning with uncertainty for treatment strategies in sepsis"

7 / 7 papers shown

Title
How Consistent are Clinicians? Evaluating the Predictability of Sepsis Disease Progression with Dynamics Models Unnseo Park Venkatesh Sivaraman Adam Perer 31 0 0 10 Apr 2024
Elastic Decision Transformer Yueh-hua Wu Xiaolong Wang Masashi Hamaya OffRL 26 39 0 05 Jul 2023
Synthetic Health-related Longitudinal Data with Mixed-type Variables Generated using Diffusion Models N. Kuo Louisa R Jorm S. Barbieri DiffM 31 12 0 22 Mar 2023
Generating Synthetic Clinical Data that Capture Class Imbalanced Distributions with Generative Adversarial Networks: Example using Antiretroviral Therapy for HIV N. Kuo Federico Garcia Anders Sönnerborg Maurizio Zazzi Michael Böhm Rolf Kaiser Mark Polizzotto Louisa R Jorm S. Barbieri GAN 35 27 0 18 Aug 2022
Offline Reinforcement Learning for Safer Blood Glucose Control in People with Type 1 Diabetes Harry Emerson Matt Guy Ryan McConville OffRL 24 46 0 07 Apr 2022
The Health Gym: Synthetic Health-Related Datasets for the Development of Reinforcement Learning Algorithms N. Kuo Mark Polizzotto S. Finfer Federico Garcia Anders Sönnerborg Maurizio Zazzi Michael Böhm Louisa R Jorm S. Barbieri OOD 35 28 0 12 Mar 2022
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,955 0 04 May 2020