Research Publication · Nov 25, 2025

Supernumerary-limbs locomotion paper trains Unitree H1 humanoid gait

Unitree company media
Company media · Unitree
  • The paper proposes a hierarchical controller for humanoid locomotion with supernumerary limbs.
  • The low-level component trains a walking gait for a Unitree H1 humanoid using imitation learning and curriculum learning.

Develops quadruped and humanoid robots, with strength in dynamic locomotion, vertically integrated hardware, and relatively low-cost commercial deployment. Unitree is one of the clearest examples of a legged robotics company moving from research visibility into real productisation and broader market distribution.