dm_control: Software and tasks for continuous control

The dm_control software package is a collection of Python libraries and task suites for reinforcement learning agents in an articulated-body simulation. Infrastructure includes a wrapper for the MuJoCo physics engine and libraries for procedural model manipulation and task authoring. Task suites inc...

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Veröffentlicht in:Software impacts 2020-11, Vol.6, p.100022, Article 100022
Hauptverfasser: Tunyasuvunakool, Saran, Muldal, Alistair, Doron, Yotam, Liu, Siqi, Bohez, Steven, Merel, Josh, Erez, Tom, Lillicrap, Timothy, Heess, Nicolas, Tassa, Yuval
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Sprache:eng
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Zusammenfassung:The dm_control software package is a collection of Python libraries and task suites for reinforcement learning agents in an articulated-body simulation. Infrastructure includes a wrapper for the MuJoCo physics engine and libraries for procedural model manipulation and task authoring. Task suites include the Control Suite, a set of standardized tasks intended to serve as performance benchmarks, a locomotion framework and task families, and a set of manipulation tasks with a robot arm and snap-together bricks. An adjunct tech report and interactive tutorial are also provided.
ISSN:2665-9638
2665-9638
DOI:10.1016/j.simpa.2020.100022