Exploring Pymjcf Creatures

Let's dive into the details surrounding Pymjcf Creatures.

  • Screen capture of MuJoCo model with active adhesion actuators with support for excluded contacts ("suction at a distance") ...
  • Preliminary solutions of two tasks from the DeepMind Control Suite `dog` domain. Agents are trained with Multi-Objective MPO [1].
  • For more details see publication [1] and full-length video [2]. [1] https://arxiv.org/abs/2105.12196 [2] ...
  • Example of using a reference site for 6D end-effector control in MuJoCo. See documentation for more details: ...
  • See Song et al (2019), for details regarding the learning algorithm. https://arxiv.org/abs/1909.12238.

In-Depth Information on Pymjcf Creatures

Animation produced by the Please see DeepMind's announcement at https://dpmd.ai/mujoco-blog for context. Please see publication [1] and model [2] for details. [1] https://www.sciencedirect.com/science/article/pii/S2665963820300099 [2] ... This environment is described in this paper: https://arxiv.org/abs/2006.12983 The agent used is Abdolmaleki's MPO (2018): ...

A showcase of selected DeepMind publications using dm_control. Paper: https://arxiv.org/abs/2006.12983 Github: ...

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