robotics
Text Commands Reached the Humanoid Control Loop
ADAPT pairs a diffusion action prior with residual reinforcement learning for balance and smooth command changes.
Summary
ADAPT pairs a diffusion action prior with residual reinforcement learning for balance and smooth command changes.
Instead of generating a kinematic clip for a separate tracker, the controller responds continuously to changing language while executing whole-body motion. A frozen diffusion prior supplies diverse skills and a lightweight residual policy improves robustness and prompt transitions. The abstract reports robust execution and reuse for downstream adaptation without presenting a universal safety claim.
Why it matters
ADAPT pairs a diffusion action prior with residual reinforcement learning for balance and smooth command changes.
Limits and context
No additional limitation was separately recorded.
Key claims
ADAPT pairs a diffusion action prior with residual reinforcement learning for balance and smooth command changes.
Evidence: source-2026-09-02-018
Sources
- arXiv preprint 2609.00677arXiv · primary research
Corrections
No corrections have been recorded for this story.