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Experiment Setup of Snake Locomotion #4

@DongChen06

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@DongChen06

Dear author, I tried to train SAC on the Snake Locomotion environment, but it seems it is difficult to train and converge as Fig. 6 shows on the paper.

image

I set the episode steps as 4000 and trained the algorithm for 10^7 steps. All other settings are kept default. I have a few questions and hope the authors can help me. Thank you for your time and insights!

  • the action space is 16 for 8 actuators. When I opened the expert's trajectory provided here, I found the second actions for each actuator are 0. So do I need to set the second action produced by RL as 0?
  • Do I need to change other settings in SAC to make it work as well as the paper shows?

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