Learning representations for RL in Healthcare under a POMDP assumption
☆57Jan 21, 2025Updated last year
Alternatives and similar repositories for rl_representations
Users that are interested in rl_representations are comparing it to the libraries listed below
Sorting:
- Sepsis cohort from MIMIC dataset☆127Jul 6, 2023Updated 2 years ago
- This is the repository for paper "Improving Sepsis Treatment Strategies using Deep Reinforcement Learning and Mixture-of-Experts"☆27Jul 6, 2018Updated 7 years ago
- Reinforcement learning for medical decisions☆129Dec 17, 2019Updated 6 years ago
- Code for "Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models" (ICML 2019)☆46Sep 28, 2020Updated 5 years ago
- CS234 Sepsis Simulator For RL☆19Dec 8, 2022Updated 3 years ago
- Code for the Medical Deadend Paper at NeurIPS 2021☆50Nov 15, 2022Updated 3 years ago
- ICU-Sepsis is a lightweight, yet challenging RL environment that models the treatment of sepsis in the ICU.☆39Oct 23, 2024Updated last year
- [ICML 2020] Clinician-in-the-Loop Decision Making: Reinforcement Learning with Near-Optimal Set-Valued Policies. https://arxiv.org/abs/20…☆15Dec 8, 2020Updated 5 years ago
- Code associated with our paper "Estimating Risk and Uncertainty in Reinforcement Learning"☆11Oct 3, 2023Updated 2 years ago
- [NeurIPS 2022] Leveraging Factored Action Spaces for Efficient Offline RL in Healthcare. https://arxiv.org/abs/2305.01738☆11Nov 27, 2022Updated 3 years ago
- [MLHC 2021] Model Selection for Offline RL: Practical Considerations for Healthcare Settings. https://arxiv.org/abs/2107.11003☆10Oct 6, 2022Updated 3 years ago
- The highest entry score from our team named SailOcean in the PhysioNet/Computing in Cardiology Challenge 2019. An Explainable Artificial …☆22Oct 17, 2020Updated 5 years ago
- Official code for "Reinforced Sequential Decision-Making for Sepsis Treatment: The POSNEGDM Framework with Mortality Classifier and Trans…☆10Sep 11, 2024Updated last year
- Sepsis Prediction on MIMIC☆71Nov 10, 2021Updated 4 years ago
- This is a complete preprocessing, model training, and figure generation repo for "An attention based deep learning model of clinical even…☆77Apr 25, 2024Updated last year
- Clairvoyance: a Unified, End-to-End AutoML Pipeline for Medical Time Series☆134Sep 16, 2022Updated 3 years ago
- Repository for the HiRID ICU Benchmark (HiB) project☆60Jul 13, 2023Updated 2 years ago
- Sepsis Prediction using Clinical Data (PhysioNet Computing in Cardiology Challenge 2019)☆30Jun 12, 2021Updated 4 years ago
- MIMIC-Extract:A Data Extraction, Preprocessing, and Representation Pipeline for MIMIC-III☆474Jul 18, 2024Updated last year
- Code for SyncTwin: Treatment Effect Estimation with Longitudinal Outcomes (NeurIPS 2021)☆12Nov 30, 2021Updated 4 years ago
- This is the companion GitHub repository for the point85 blog post on using Policy Iteration to treat sepsis.☆15Feb 12, 2019Updated 7 years ago
- OPE Tools based on Empirical Study of Off Policy Policy Estimation paper.☆62Aug 9, 2022Updated 3 years ago
- ☆89Jul 30, 2024Updated last year
- Predicting treatment effects from RCTs (Circulation: CQO 2019).☆10Jun 21, 2022Updated 3 years ago
- TemporAI: ML-centric Toolkit for Medical Time Series☆129Dec 14, 2023Updated 2 years ago
- Code to study the generalisability of benchmark models on non-stationary EHRs.☆14Aug 7, 2019Updated 6 years ago
- Author's PyTorch implementation of paper "Provably Good Batch Reinforcement Learning Without Great Exploration"☆11Oct 22, 2020Updated 5 years ago
- Causal data augmentation for pretraining debiasing☆11Aug 31, 2021Updated 4 years ago
- The code for the models described in "Learning Tasks for Multitask Learning: Heterogenous Patient Populations in the ICU" (KDD 2018).☆21May 22, 2020Updated 5 years ago
- Modelling the Multiwavelength Variability of Mrk-335 using Gaussian processes☆12May 30, 2022Updated 3 years ago
- circEWS public code☆76Oct 30, 2024Updated last year
- MIMIC Code Repository: Code shared by the research community for the MIMIC family of databases☆3,161Nov 10, 2025Updated 4 months ago
- Tutorial for applying machine learning to text data within healthcare☆12May 12, 2023Updated 2 years ago
- ☆27Dec 31, 2019Updated 6 years ago
- ☆12Apr 3, 2022Updated 3 years ago
- ☆229Sep 1, 2021Updated 4 years ago
- ☆23Jun 6, 2024Updated last year
- ☆11Apr 8, 2022Updated 3 years ago
- Unofficial implementation of Variational Diffusion Models in PyTorch (Lightning)☆11Aug 31, 2023Updated 2 years ago