icu-sepsis / icu-sepsisLinks
ICU-Sepsis is a lightweight, yet challenging RL environment that models the treatment of sepsis in the ICU.
☆33Updated last year
Alternatives and similar repositories for icu-sepsis
Users that are interested in icu-sepsis are comparing it to the libraries listed below
Sorting:
- Sepsis cohort from MIMIC dataset☆124Updated 2 years ago
- Code for "Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models" (ICML 2019)☆45Updated 5 years ago
- Open AI Gym Environment For MIMIC Dataset Sepsis Patient☆22Updated 3 years ago
- Learning representations for RL in Healthcare under a POMDP assumption☆56Updated 10 months ago
- ☆50Updated 5 years ago
- ☆48Updated last year
- OPE Tools based on Empirical Study of Off Policy Policy Estimation paper.☆63Updated 3 years ago
- Official data and code for our paper Systematic Evaluation of Causal Discovery in Visual Model Based Reinforcement Learning☆52Updated 4 years ago
- ☆48Updated 3 years ago
- This is a minimal example to demonstrate how multi-agent reinforcement learning with differentiable communication channels and centralize…☆43Updated 2 years ago
- Reinforcement learning for medical decisions☆117Updated 5 years ago
- CS234 Sepsis Simulator For RL☆17Updated 3 years ago
- Reinforcement Learning for optimal sepsis treatment policies☆105Updated 7 years ago
- Partially Observable Process Gym☆207Updated 6 months ago
- Implemention of the Decision-Pretrained Transformer (DPT) from the paper Supervised Pretraining Can Learn In-Context Reinforcement Learni…☆80Updated last year
- [NeurIPS 2022] Leveraging Factored Action Spaces for Efficient Offline RL in Healthcare. https://arxiv.org/abs/2305.01738☆11Updated 3 years ago
- Interpreting how transformers simulate agents performing RL tasks☆89Updated 2 years ago
- PyTorch implementation of "Model-based Reinforcement Learning for Semi-Markov Decision Processes with Neural ODEs", NeurIPS 2020☆46Updated 5 years ago
- ☆201Updated last month
- 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 is the repository for paper "Improving Sepsis Treatment Strategies using Deep Reinforcement Learning and Mixture-of-Experts"☆26Updated 7 years ago
- Benchmarking RL generalization in an interpretable way.☆170Updated 3 weeks ago
- TeachMyAgent is a testbed platform for Automatic Curriculum Learning methods in Deep RL.☆75Updated 2 years ago
- A public repo for ICML 2021 "Shortest-Path Constrained Reinforcement Learning for Sparse Reward Tasks"☆13Updated 4 years ago
- ☆11Updated last year
- Offline Reinforcement Learning Reading Group☆28Updated 3 years ago
- This code implements Prioritized Level Replay, a method for sampling training levels for reinforcement learning agents that exploits the …☆92Updated 4 years ago
- ☆25Updated last month
- Object Centric Atari games☆95Updated last week
- [NeurIPS 2022] Open source code for reusing prior computational work in RL.☆98Updated 2 years ago