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Ctrl-F Gives Humanoids Force-Aware Control

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Ctrl-F Gives Humanoids Force-Aware Control
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// 1h agoRESEARCH PAPER

Ctrl-F Gives Humanoids Force-Aware Control

UC Berkeley’s Ctrl-F framework adds explicit 3D force commands to humanoid motion tracking, enabling online adaptation as object loads change. On a Unitree G1, it pushed and kicked boxes weighing up to 20 kg where a force-blind baseline failed. ArXiv.

// ANALYSIS

Ctrl-F addresses a major weakness in motion imitation: copying a trajectory is not enough when success depends on exerting the right physical force.

  • –Separates motion tracking from force planning through a hierarchical controller
  • –Uses object-state feedback to adjust force without directly measuring mass or contact force
  • –Demonstrates one interface across hand pushing, dragging, lifting, and foot kicking
  • –Hardware results are compelling, but remain bounded by predefined motions, object-state estimation, and tested load ranges
  • –Shows a practical path toward more robust humanoid loco-manipulation beyond force-blind policies
// TAGS
ctrl-froboticsresearchopen-sourcebenchmark

DISCOVERED

1h ago

2026-11-06

PUBLISHED

2h ago

2026-11-06

RELEVANCE

9/ 10

AUTHOR

JonathanJarvis