PyTorch implementation of the Offline Reinforcement Learning algorithm CQL. Includes the versions DQN-CQL and SAC-CQL for discrete and continuous action spaces.
☆146May 6, 2024Updated 2 years ago
Alternatives and similar repositories for CQL
Users that are interested in CQL are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- Code for conservative Q-learning☆486Dec 7, 2021Updated 4 years ago
- Conservative Q Learning on top of SAC☆139Oct 15, 2022Updated 3 years ago
- ☆44Sep 19, 2021Updated 4 years ago
- PyTorch implementation of the discrete Soft-Actor-Critic algorithm.☆58Oct 1, 2021Updated 4 years ago
- PyTorch implementation for "Discovery of Incremental Skills" (DISk) algorithm from ICLR 2022 paper "One After Another: Learning Increment…☆21Mar 22, 2022Updated 4 years ago
- GPU virtual machines on DigitalOcean Gradient AI • AdGet to production fast with high-performance AMD and NVIDIA GPUs you can spin up in seconds. The definition of operational simplicity.
- An offline deep reinforcement learning library☆1,664Sep 10, 2025Updated 9 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…☆1,363Aug 3, 2023Updated 2 years ago
- An index of algorithms for offline reinforcement learning (offline-rl)☆1,067May 23, 2024Updated 2 years ago
- Advantage weighted Actor Critic for Offline RL☆53Aug 27, 2022Updated 3 years ago
- This repository accompanies the following paper: A Workflow for Offline Model-Free Robotic RL☆13Nov 5, 2021Updated 4 years ago
- A collection of offline reinforcement learning algorithms.☆208Nov 26, 2024Updated last year
- Code for Mildly Conservative Q-learning for Offline Reinforcement Learning (NeurIPS 2022)☆63Apr 29, 2024Updated 2 years ago
- An elegant PyTorch offline reinforcement learning library for researchers.☆393May 2, 2026Updated last month
- Code for NeurIPS 2022 paper "Robust offline Reinforcement Learning via Conservative Smoothing"☆24Feb 15, 2023Updated 3 years ago
- Deploy to Railway using AI coding agents - Free Credits Offer • AdUse Claude Code, Codex, OpenCode, and more. Autonomous software development now has the infrastructure to match with Railway.
- Author's PyTorch implementation of BCQ for continuous and discrete actions☆665Apr 6, 2021Updated 5 years ago
- A PyTorch implementation of Implicit Q-Learning☆99Oct 23, 2021Updated 4 years ago
- [NeurIPS 2022 Oral] The official implementation of POR in "A Policy-Guided Imitation Approach for Offline Reinforcement Learning"☆58Apr 6, 2023Updated 3 years ago
- [NeurIPS 2020, Spotlight] State-Adversarial DQN (SA-DQN) for robust deep reinforcement learning☆35Feb 22, 2021Updated 5 years ago
- Official PyTorch implementation of "Uncertainty-Based Offline Reinforcement Learning with Diversified Q-Ensemble" (NeurIPS'21)☆80Aug 14, 2022Updated 3 years ago
- ☆60Feb 3, 2023Updated 3 years ago
- BeCL: Behavior Contrastive Learning for Unsupervised Skill Discovery.☆23May 11, 2023Updated 3 years ago
- A collection of reference environments for offline reinforcement learning☆1,693Nov 18, 2024Updated last year
- Conservative Q learning in Jax☆58Feb 7, 2023Updated 3 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.
- Decision Transformer: A brand new Offline RL Pattern.☆38Jan 28, 2022Updated 4 years ago
- Multi-Agent Reinforcement Learning for Traffic Signal Control through Universal Communication Method☆39Mar 23, 2025Updated last year
- Official PyTorch code for "Sample Efficient Offline-to-Online Reinforcement Learning" in TKDE'23.☆16Aug 14, 2023Updated 2 years ago
- PyTorch implementation of the implicit Q-learning algorithm (IQL)☆44Dec 17, 2021Updated 4 years ago
- ☆19Jun 25, 2023Updated 3 years ago
- Minimal implementation of Decision Transformer: Reinforcement Learning via Sequence Modeling in PyTorch for mujoco control tasks in Open…☆294Jun 10, 2022Updated 4 years ago
- Reproducing several bandwidth-based traffic signal coordination models (including MaxBand, MultiBand, etc.)☆12Sep 18, 2020Updated 5 years ago
- ExORL: Exploratory Data for Offline Reinforcement Learning☆136Feb 8, 2022Updated 4 years ago
- ☆330Jan 23, 2022Updated 4 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- [NeurIPS 2024] Doubly Mild Generalization for Offline Reinforcement Learning☆17Oct 29, 2025Updated 8 months ago
- This is the official code repository for the paper "Decoding Global Preferences: Temporal and Cooperative Dependency Modeling in Multi-Ag…☆12Apr 9, 2026Updated 2 months ago
- Parallel Q-Learning: Scaling Off-policy Reinforcement Learning under Massively Parallel Simulation☆77Aug 2, 2023Updated 2 years ago
- Official implementation of NeurIPS'23 paper, Beyond Uniform Sampling: Offline Reinforcement Learning with Imbalanced Datasets☆25Jan 29, 2024Updated 2 years ago
- A PyTorch implementation of Advantage weighted Actor-Critic (AWAC)☆56Mar 30, 2021Updated 5 years ago
- The official implementation of "When Data Geometry Meets Deep Function: Generalizing Offline Reinforcement Learning" (ICLR2023)☆44Mar 6, 2023Updated 3 years ago
- [NeurIPS'22 Spotlight] When to Trust Your Simulator: Dynamics-Aware Hybrid Offline-and-Online Reinforcement Learning☆59Sep 24, 2023Updated 2 years ago