Computer Vision , AI

[One-page summary] From Motor Control to Team Play in Simulated Humanoid Football (Science Robotic 2022) by Liu et al. 본문

Paper_review[short]

[One-page summary] From Motor Control to Team Play in Simulated Humanoid Football (Science Robotic 2022) by Liu et al.

Elune001 2024. 1. 16. 01:24

● Summary: hierarchically structured behavior and long-horizon coordination for RL

 

● Approach highlight

  • Hierarchically structured behavior

  1. Imitation for low level ex)run
  2. Reinforcement learning for Drill ex) kick, dribble
  3. Distillation for single player
  4. Multi player reinforcement learning

 

●  Main Results:

 

● Discussion

  • Limitation of simple reward only goal score)
  • Too heavy model