FLoRe teaches humanoids where to move and how hard to push, from human demos

HaozhiQ · x · 2026-11-05

A new work introduces FLoRe: Learning Force-Reactive Humanoid Loco-Manipulation. Using human demonstrations collected without a robot, the policy learns to predict both actions and forces for each hand, while a hybrid compliance whole-body controller tracks these commands as the robot walks and balances. Multiple researchers note that a force-aware pipeline can unblock many hard loco-manipulation problems, with force sensors acting as new "eyes" for sensing physics and guiding the policy.

Related event: FLoRe: Teaching Humanoids Force-Reactive Loco-Manipulation from Human Demonstrations(5 posts)→

Original post →

More from Embodied

Embodied channel →