Mind the Phase: Effective Rank and Representation Health in Legged Locomotion.

arXiv:2609.06958v2 Announce Type: replace-cross Abstract: Reinforcement learning has become the leading paradigm in legged locomotion, enabling complex behaviors from backflips to parkour via massively parallel simulation. Under PPO's non-stationarity, shallow