Ye Zhao

Predicting future motion instead of reconstructing past trajectories allows a frozen humanoid controller to cut tracking error by 62% while unlocking zero-shot behavior composition via simple latent addition.

Optimal cleat spacing enables bipedal robots to walk on granular slopes up to 30 degrees, challenging conventional control methods.