An index of algorithms for offline reinforcement learning (offline-rl)
☆1,075May 23, 2024Updated 2 years ago
Alternatives and similar repositories for awesome-offline-rl
Users that are interested in awesome-offline-rl are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- An offline deep reinforcement learning library☆1,675Sep 10, 2025Updated 11 months ago
- High-quality single-file implementations of SOTA Offline and Offline-to-Online RL algorithms: AWAC, BC, CQL, DT, EDAC, IQL, SAC-N, TD3+BC…☆1,372Aug 3, 2023Updated 3 years ago
- A collection of reference environments for offline reinforcement learning☆1,699Nov 18, 2024Updated last year
- An elegant PyTorch offline reinforcement learning library for researchers.☆393Aug 9, 2026Updated last week
- Author's PyTorch implementation of BCQ for continuous and discrete actions☆666Apr 6, 2021Updated 5 years ago
- GPUs on demand by Runpod - Special Offer Available • AdRun AI, ML, and HPC workloads on powerful cloud GPUs—without limits or wasted spend. Deploy GPUs in under a minute and pay by the second.
- Code for conservative Q-learning☆487Dec 7, 2021Updated 4 years ago
- A collection of offline reinforcement learning algorithms.☆211Nov 26, 2024Updated last year
- Offline Reinforcement Learning (aka Batch Reinforcement Learning) on Atari 2600 games☆561Jun 26, 2023Updated 3 years ago
- Author's PyTorch implementation of TD3+BC, a simple variant of TD3 for offline RL☆411Dec 18, 2021Updated 4 years ago
- Code for MOPO: Model-based Offline Policy Optimization☆191May 17, 2022Updated 4 years ago
- Paper Collection for Batch RL with brief introductions.☆85Feb 26, 2022Updated 4 years ago
- Benchmarked implementations of Offline RL Algorithms.☆77Mar 4, 2025Updated last year
- ☆334Jan 23, 2022Updated 4 years ago
- Datasets for data-driven deep reinforcement learning with PyBullet environments☆152Mar 19, 2021Updated 5 years ago
- AI Agents on DigitalOcean Gradient AI Platform • AdBuild production-ready AI agents using customizable tools or access multiple LLMs through a single endpoint. Create custom knowledge bases or connect external data.
- A curated list of awesome model based RL resources (continually updated)☆1,390May 21, 2026Updated 2 months ago
- Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.☆2,828Apr 29, 2024Updated 2 years ago
- Conservative Q Learning on top of SAC☆142Oct 15, 2022Updated 3 years ago
- Pessimistic Bootstrapping for Uncertainty-Driven Offline Reinforcement Learning☆29Feb 21, 2022Updated 4 years ago
- 🤖 Elegant implementations of offline safe RL algorithms in PyTorch☆249Sep 13, 2024Updated last year
- ☆88Jul 30, 2024Updated 2 years ago
- [ICML 2022] The official implementation of DWBC in "Discriminator-Weighted Offline Imitation Learning from Suboptimal Demonstrations"☆37Jan 5, 2023Updated 3 years ago
- Library for Model Based RL☆1,064Jul 12, 2024Updated 2 years ago
- Collection of reinforcement learning algorithms☆2,929Jun 17, 2024Updated 2 years ago
- Managed hosting for WordPress and PHP on Cloudways • AdManaged hosting for WordPress, Magento, Laravel, or PHP apps, on multiple cloud providers. Deploy in minutes on Cloudways by DigitalOcean.
- JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.☆758Oct 26, 2022Updated 3 years ago
- Open Bandit Pipeline: a python library for bandit algorithms and off-policy evaluation☆706Jun 3, 2024Updated 2 years ago
- ☆203Mar 25, 2023Updated 3 years ago
- Challenges and Opportunities in Offline Reinforcement Learning from Visual Observations☆115Apr 16, 2026Updated 4 months ago
- ☆1,356May 27, 2024Updated 2 years ago
- A curated list of Diffusion Model in RL resources (continually updated)☆1,633May 30, 2026Updated 2 months ago
- Code for Stabilizing Off-Policy RL via Bootstrapping Error Reduction☆163Jul 17, 2020Updated 6 years ago
- OPE Tools based on Empirical Study of Off Policy Policy Estimation paper.☆61Aug 9, 2022Updated 4 years ago
- A curated list of Decision Transformer resources (continually updated)☆915May 21, 2026Updated 2 months ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- Collections of robotics environments geared towards benchmarking multi-task and meta reinforcement learning☆1,868Aug 10, 2026Updated last week
- [NeurIPS'22 Spotlight] When to Trust Your Simulator: Dynamics-Aware Hybrid Offline-and-Online Reinforcement Learning☆59Sep 24, 2023Updated 2 years ago
- ☆413Feb 13, 2023Updated 3 years ago
- ☆65Jan 30, 2026Updated 6 months ago
- ExORL: Exploratory Data for Offline Reinforcement Learning☆138Feb 8, 2022Updated 4 years ago
- Code for the paper "Offline Reinforcement Learning as One Big Sequence Modeling Problem"☆536Oct 6, 2022Updated 3 years ago
- ☆61Feb 3, 2023Updated 3 years ago