Event

State-dependent AMP paper unifies G1 walking, running, and fall recovery

May 18, 2026 · Research Publication · Unitree · Humanoid

  • The paper introduces a state-dependent adversarial motion prior framework that lets one policy handle walking, running, and fall recovery on Unitree G1.
  • Hardware experiments validate a single frozen ONNX policy running at 50 Hz, including recovery from prone and supine falls plus smooth walk-to-run transitions.
  • The work gives G1 a fresh benchmark for unified locomotion and recovery control without runtime mode switching.

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.

Company
Unitree
Segment
Humanoid
Event type
Research Publication
Geography
Hangzhou · China