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  • Shanghai Jiao Tong University
  • Shanghai, China
  • 03:31 (UTC +08:00)

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Stars

rl

14 repositories

High-quality single-file implementations of SOTA Offline and Offline-to-Online RL algorithms: AWAC, BC, CQL, DT, EDAC, IQL, SAC-N, TD3+BC, LB-SAC, SPOT, Cal-QL, ReBRAC

Python 1,063 124 Updated Aug 3, 2023

Official codebase for Decision Transformer: Reinforcement Learning via Sequence Modeling.

Python 2,334 441 Updated Apr 29, 2024

Repo for Implicit Diffusion Q-Learning

Python 86 11 Updated Dec 5, 2023

JAX (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

Jupyter Notebook 609 65 Updated Oct 26, 2022

A DDPM implementation in Jax for continuous space modeling.

Python 8 Updated Apr 24, 2023

Official Jax implementation of AlignIQL.

Python 3 Updated May 29, 2024

Generalized Decision Transformer for Offline Hindsight Information Matching (ICLR2022)

Python 65 4 Updated Aug 8, 2022

Codes accompanying the paper "Score Regularized Policy Optimization through Diffusion Behavior" (ICLR 2024).

Python 36 1 Updated Feb 10, 2024

[ICLR 2023 Oral] The official implementation of SQL and EQL in "Offline RL with No OOD Actions: In-Sample Learning via Implicit Value Regularization"

Python 41 7 Updated Jul 27, 2023

Author's implementation of ReBRAC, a minimalist improvement upon TD3+BC

Jupyter Notebook 11 Updated Oct 22, 2023

Official implementation for "Q-Ensemble for Offline RL: Don't Scale the Ensemble, Scale the Batch Size", NeurIPS 2022, Offline RL Workshop

Python 21 2 Updated Feb 27, 2023

Implementation of Decision Transformer, Conservative Q-Learning, and Behavior Cloning in Offline Reinforcement Learning setting

Jupyter Notebook 23 Updated Oct 5, 2022

An offline deep reinforcement learning library

Python 1,292 230 Updated Sep 21, 2024