Leveraging Factored Action Spaces for Efficient Offline Reinforcement
Learning in Healthcare

Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare

2 May 2023

Michael Sjoding

Finale Doshi-Velez

Papers citing "Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare"

9 / 9 papers shown

Title
Q-function Decomposition with Intervention Semantics with Factored Action Spaces Junkyu Lee Tian Gao Elliot Nelson Miao Liu D. Bhattacharjya Songtao Lu OffRL 45 0 0 30 Apr 2025
Domain Adaptation for Offline Reinforcement Learning with Limited Samples Weiqin Chen Sandipan Mishra Santiago Paternain OffRL 43 2 0 22 Aug 2024
State-Constrained Offline Reinforcement Learning Charles A. Hepburn Yue Jin Giovanni Montana OffRL 35 0 0 23 May 2024
SwiftRL: Towards Efficient Reinforcement Learning on Real Processing-In-Memory Systems Kailash Gogineni Sai Santosh Dayapule Juan Gómez Luna Karthikeya Gogineni Peng Wei Tian-Shing Lan Mohammad Sadrosadati Onur Mutlu Guru Venkataramani 50 10 0 07 May 2024
Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding Alizée Pace Hugo Yèche Bernhard Schölkopf Gunnar Rätsch Guy Tennenholtz OffRL 16 6 0 01 Jun 2023
Importance Weighted Actor-Critic for Optimal Conservative Offline Reinforcement Learning Hanlin Zhu Paria Rashidinejad Jiantao Jiao OffRL 38 15 0 30 Jan 2023
Factored Adaptation for Non-Stationary Reinforcement Learning Fan Feng Erdun Gao Anton van den Hengel Sara Magliacane CML OffRL 42 32 0 30 Mar 2022
Compositional Q-learning for electrolyte repletion with imbalanced patient sub-populations Aishwarya Mandyam Andrew Jones Jiayu Yao K. Laudanski Barbara E. Engelhardt OffRL 14 0 0 06 Oct 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,960 0 04 May 2020