icu-sepsis / icu-sepsis
ICU-Sepsis is a lightweight, yet challenging RL environment that models the treatment of sepsis in the ICU.
☆18Updated 6 months ago
Alternatives and similar repositories for icu-sepsis:
Users that are interested in icu-sepsis are comparing it to the libraries listed below
- Open AI Gym Environment For MIMIC Dataset Sepsis Patient☆20Updated 2 years ago
- Learning representations for RL in Healthcare under a POMDP assumption☆54Updated 3 months ago
- Sepsis cohort from MIMIC dataset☆110Updated last year
- Code for "Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models" (ICML 2019)☆44Updated 4 years ago
- This is the companion GitHub repository for the point85 blog post on using Policy Iteration to treat sepsis.☆14Updated 6 years ago
- This is the repository for paper "Improving Sepsis Treatment Strategies using Deep Reinforcement Learning and Mixture-of-Experts"☆26Updated 6 years ago
- Reinforcement Learning based 'Learning' of Dynamic Sepsis Treatment Strategies☆26Updated 3 years ago
- Reinforcement learning for medical decisions☆106Updated 5 years ago
- CS234 Sepsis Simulator For RL☆16Updated 2 years ago
- Reinforcement Learning for optimal sepsis treatment policies☆103Updated 7 years ago
- ☆45Updated 4 years ago
- ☆20Updated 10 months ago
- [NeurIPS 2022] Leveraging Factored Action Spaces for Efficient Offline RL in Healthcare.☆10Updated 2 years ago
- ☆43Updated 3 years ago
- Official data and code for our paper Systematic Evaluation of Causal Discovery in Visual Model Based Reinforcement Learning☆48Updated 3 years ago
- OPE Tools based on Empirical Study of Off Policy Policy Estimation paper.☆61Updated 2 years ago
- The Medkit-Learn(ing) Environment: Medical Decision Modelling through Simulation (NeurIPS 2021) by Alex J. Chan, Ioana Bica, Alihan Huyuk…☆29Updated 3 years ago
- This repository will be used to share all documents related to CS282 RL in Healthcare Final Project.☆9Updated 7 years ago
- Learning to reinforcement learn and treating sepsis on the side☆14Updated 7 years ago
- [ICML 2020] Clinician-in-the-Loop Decision Making: Reinforcement Learning with Near-Optimal Set-Valued Policies. https://arxiv.org/abs/20…☆16Updated 4 years ago
- Offline Reinforcement Learning Reading Group☆27Updated 2 years ago
- Official implementation for the paper "Offline Meta RL - Identifiability Challenges and Effective Data Collection Strategies", NeurIPS 20…☆31Updated 3 years ago
- Implementation of "POPCORN: Partially Observed Prediction Constrained Reinforcement Learning" (Futoma, Hughes, Doshi-Velez, AISTATS 2020)☆11Updated 3 years ago
- This code implements Prioritized Level Replay, a method for sampling training levels for reinforcement learning agents that exploits the …☆83Updated 3 years ago
- Code for Continual Reinforcement Learning with Multi-Timescale Replay☆23Updated 5 years ago
- Code for training and testing a Hidden Parameter Markov Decision Process, used to facilitate the transfer of learning☆32Updated 7 years ago
- Dead-ends and Secure Exploration in Reinforcement Learning☆11Updated 5 years ago
- Official implementation of Causal Curiosity: RL Agents Discovering Self-supervised Experiments for Causal Representation Learning at ICML…☆38Updated 3 years ago
- using information theory to encourage agents to cooperate and compete☆19Updated 6 years ago
- Continual Reinforcement Learning in 3D Non-stationary Environments☆37Updated 5 years ago