Kinesis

Kinesis

RL motion imitation for musculoskeletal control

Description

Studying how humans control muscles to walk or run is hard with simulations that ignore physiology. Kinesis from EPFL uses reinforcement learning to make musculoskeletal models imitate human motion with physiologically plausible control.

It predicts EMG and proprioception for movement science and rehabilitation research; published at ICRA 2026.

Features



Imitation:Human motion.

Musculoskeletal:Physiologically real.

EMG:Predicted.