VQActFlow: Vector-Quantized Action Mode Steering for Multi-Task Robot Manipulation
The arXiv paper studies vector-quantized action-mode steering for multi-task robot manipulation on Unitree G1.

Evidence notes
- The paper “VQActFlow: Vector-Quantized Action Mode Steering for Multi-Task Robot Manipulation” was published on June 19, 2026.
- The arXiv paper studies vector-quantized action-mode steering for multi-task robot manipulation on Unitree G1.
- The study’s named evaluation platform is G1 from Unitree.
Company context
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.