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Towards Safe Mechanical Ventilation Treatment Using Deep Offline
Reinforcement Learning

Towards Safe Mechanical Ventilation Treatment Using Deep Offline Reinforcement Learning

AAAI Conference on Artificial Intelligence (AAAI), 2022

5 October 2022

Flemming Kondrup

Thomas Jiralerspong

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Papers citing "Towards Safe Mechanical Ventilation Treatment Using Deep Offline Reinforcement Learning"

13 / 13 papers shown

Title
Investigating the consequences of mechanical ventilation in clinical intensive care settings through an evolutionary game-theoretic framework David J. Albers Tell D. Bennett Jana de Wiljes George Hripcsak Bradford J. Smith Peter D. Sottile J.N. Stroh 39 0 0 16 Oct 2025
Beyond Prediction: Reinforcement Learning as the Defining Leap in Healthcare AI Dilruk Perera Gousia Habib Qianyi Xu Daniel J. Tan Kai He Erik Cambria Mengling Feng OffRL AI4TS 212 0 0 28 Aug 2025
IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL with Hybrid Actions and Clinically Aligned Rewards Muhammad Hamza Yousuf Jason Li S. Vahdati Raphael Theilen Jakob Wittenstein Jens Lehmann OffRL 106 1 0 17 Jun 2025
medDreamer: Model-Based Reinforcement Learning with Latent Imagination on Complex EHRs for Clinical Decision Support Qianyi Xu Gousia Habib Dilruk Perera Mengling Feng Mengling Feng OffRL 286 1 0 26 May 2025
ExOSITO: Explainable Off-Policy Learning with Side Information for Intensive Care Unit Blood Test OrdersACM Conference on Health, Inference, and Learning (CHIL), 2025 Zongliang Ji Andre Carlos Kajdacsy-Balla Amaral Anna Goldenberg Rahul G. Krishnan OffRL 192 0 0 24 Apr 2025
Unmasking Societal Biases in Respiratory Support for ICU Patients through Social Determinants of HealthInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Mira Moukheiber L. Moukheiber Dana Moukheiber Hyung-Chul Lee 291 3 0 23 Feb 2025
Temporal Logic Specification-Conditioned Decision Transformer for Offline Safe Reinforcement LearningInternational Conference on Machine Learning (ICML), 2024 Zijian Guo Weichao Zhou Wenchao Li OffRL 254 3 0 28 Jan 2025
Methodology for Interpretable Reinforcement Learning for Optimizing Mechanical Ventilation Joo Seung Lee Malini Mahendra Anil Aswani OffRL 296 1 0 10 Jan 2025
Offline Inverse Constrained Reinforcement Learning for Safe-Critical Decision Making in HealthcareIEEE Transactions on Artificial Intelligence (IEEE TAI), 2024 Nan Fang Guiliang Liu Wei Gong OffRL 210 3 0 10 Oct 2024
Reinforcement Learning in Dynamic Treatment Regimes Needs Critical Reexamination Zhiyao Luo Yangchen Pan Peter Watkinson Tingting Zhu OffRL 184 3 0 28 May 2024
Safe and Interpretable Estimation of Optimal Treatment RegimesInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 Harsh Parikh Quinn Lanners Zade Akras Sahar F. Zafar M. P. M. Brandon Westover Cynthia Rudin A. Volfovsky OffRL 229 1 0 23 Oct 2023
The Safety Challenges of Deep Learning in Real-World Type 1 Diabetes Management Harry Emerson Ryan McConville Matt Guy 227 0 0 23 Oct 2023
Towards Real-World Applications of Personalized Anesthesia Using Policy Constraint Q Learning for Propofol Infusion ControlIEEE journal of biomedical and health informatics (IEEE JBHI), 2023 Xiuding Cai Jiao Chen Yaoyao Zhu Beiming Wang Yu Yao OffRL 220 13 0 17 Mar 2023