A collection of offline reinforcement learning algorithms.
☆211Nov 26, 2024Updated last year
Alternatives and similar repositories for OfflineRL
Users that are interested in OfflineRL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Python interface for accessing the near real-world offline reinforcement learning (NeoRL) benchmark datasets☆138Nov 21, 2024Updated last year
- An elegant PyTorch offline reinforcement learning library for researchers.☆393Aug 9, 2026Updated 2 months ago
- Author's PyTorch implementation of ICML'23 paper "Policy Regularization with Dataset Constraint for Offline Reinforcement Learning" for D…☆17Nov 8, 2024Updated last year
- D3PE (Deep Data-Driven Policy Evaluation) aims to evaluation a large set of candidate policies from a fixed dataset to select best ones.☆10Jun 2, 2022Updated 4 years ago
- An index of algorithms for offline reinforcement learning (offline-rl)☆1,079May 23, 2024Updated 2 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- ☆26Jun 14, 2022Updated 4 years 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…☆1,374Aug 3, 2023Updated 3 years ago
- A collection of reference environments for offline reinforcement learning☆1,709Nov 18, 2024Updated last year
- An offline deep reinforcement learning library☆1,684Sep 10, 2025Updated last year
- Code for conservative Q-learning☆492Dec 7, 2021Updated 4 years ago
- Model-Based Offline Reinforcement Learning☆52Jan 13, 2021Updated 5 years ago
- Code for Mildly Conservative Q-learning for Offline Reinforcement Learning (NeurIPS 2022)☆62Apr 29, 2024Updated 2 years ago
- Benchmarked implementations of Offline RL Algorithms.☆77Mar 4, 2025Updated last year
- Conservative Q Learning on top of SAC☆142Oct 15, 2022Updated 3 years ago
- Deploy on Railway without the complexity - Free Credits Offer • AdConnect your repo and Railway handles the rest with instant previews. Quickly provision container image services, databases, and storage volumes.
- Author's PyTorch implementation of BCQ for continuous and discrete actions☆665Apr 6, 2021Updated 5 years ago
- Code for MOPO: Model-based Offline Policy Optimization☆191May 17, 2022Updated 4 years ago
- Advantage weighted Actor Critic for Offline RL☆53Aug 27, 2022Updated 4 years ago
- ☆43Sep 19, 2021Updated 5 years ago
- A benchmark for evaluating reinforcement learning algorithms that train the policies using imaginary rollouts from LLMs.☆16Nov 4, 2025Updated 11 months ago
- A python module designed for agile RL algorithm developing.☆26Jul 11, 2024Updated 2 years ago
- Offline Reinforcement Learning (aka Batch Reinforcement Learning) on Atari 2600 games☆561Jun 26, 2023Updated 3 years ago
- Code release for "Supported Policy Optimization for Offline Reinforcement Learning" (NeurIPS 2022), https://arxiv.org/abs/2202.06239☆22Jun 24, 2023Updated 3 years ago
- code for the paper Offline Prioritized Experience Replay☆12Jun 13, 2023Updated 3 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- Paper Collection for Batch RL with brief introductions.☆84Feb 26, 2022Updated 4 years ago
- Author's PyTorch implementation of TD3+BC, a simple variant of TD3 for offline RL☆412Dec 18, 2021Updated 4 years ago
- Official Codebase for TMLR 2023, Benchmarks and Algorithms for Offline Preference-Based Reward Learning☆20Dec 30, 2022Updated 3 years ago
- PyTorch implementation of the Offline Reinforcement Learning algorithm CQL. Includes the versions DQN-CQL and SAC-CQL for discrete and co…☆148May 6, 2024Updated 2 years ago
- ☆16Jun 1, 2023Updated 3 years ago
- A PyTorch implementation of Implicit Q-Learning☆101Oct 23, 2021Updated 4 years ago
- Official PyTorch implementation of "Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble" (NeurIPS'21)☆80Aug 14, 2022Updated 4 years ago
- Official codebase for "The Generalization Gap in Offline Reinforcement Learning" accepted to ICLR 2024☆29Apr 8, 2026Updated 6 months ago
- Code accompanying the paper Adversarially Trained Actor Critic for Offline Reinforcement Learning by Ching-An Cheng*, Tengyang Xie*, Nan …☆74Feb 2, 2023Updated 3 years ago
- Proton VPN Special Offer - Get 70% off • AdSpecial partner offer. Trusted by over 100 million users worldwide. Tested, Approved and Recommended by Experts.
- Code for Latent Action Space for Offline Reinforcement Learning [CoRL 2020]☆54Oct 18, 2021Updated 4 years ago
- Anti exploration in offline reinforcement learning☆11May 17, 2021Updated 5 years ago
- Official code for ACT: Empowering Decision Transformer with Dynamic Programming via Advantage Conditioning (AAAI'24)☆16Feb 10, 2024Updated 2 years ago
- A Dual-RL method DVL: Dual-V Learning for offline and online reinforcement learning☆16Oct 22, 2023Updated 2 years ago
- RLA is a tool for managing your RL experiments automatically☆71Feb 7, 2023Updated 3 years ago
- ☆17Apr 14, 2026Updated 5 months ago
- This repository accompanies the following paper: A Workflow for Offline Model-Free Robotic RL☆13Nov 5, 2021Updated 4 years ago