Demonstrating MuJoCo Playground

We introduce MuJoCo Playground, a fully opensource framework for robot learning built with MJX, with the express goal of streamlining simulation, training, and simto-real transfer onto robots.With a simple pip install playground, researchers can train policies in minutes on a single GPU.Playground supports diverse robotic platforms, including quadrupeds, humanoids, dexterous hands, and robotic arms, enabling zero-shot sim-to-real transfer from both state and pixel inputs.This is achieved through an integrated stack comprising a physics engine, batch renderer, and training environments.Along with video results, the entire framework is freely available at playground.mujoco.org.

Authors

Publication Details

Published
2025-06-21
DOI
https://doi.org/10.15607/rss.2025.xxi.020
Citations
3
Primary Topic
Digital Games and Media
Type
article
Field-Weighted Citation Impact
12.60
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article

Demonstrating MuJoCo Playground

Yuval Tassa, Qiayuan Liao, Kevin Zakka, Carmelo Sferrazza et al.
3 citations
Digital Games and Media
12.60
article

Demonstrating MuJoCo Playground

Yuval Tassa, Qiayuan Liao, Kevin Zakka, Carmelo Sferrazza, Lüder A. Kahrs, Baruch Tabanpour, Pieter Abbeel, Koushil Sreenath, Erik Frey, Mustafa Haiderbhai, Samuel Holt, Jing Yuan Luo, Arthur Allshire
article en
3 citations

Abstract

We introduce MuJoCo Playground, a fully opensource framework for robot learning built with MJX, with the express goal of streamlining simulation, training, and simto-real transfer onto robots.With a simple pip install playground, researchers can train policies in minutes on a single GPU.Playground supports diverse robotic platforms, including quadrupeds, humanoids, dexterous hands, and robotic arms, enabling zero-shot sim-to-real transfer from both state and pixel inputs.This is achieved through an integrated stack comprising a physics engine, batch renderer, and training environments.Along with video results, the entire framework is freely available at playground.mujoco.org.

Openalex Percentile: Top 2%
Digital Games and Media
12.60
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