Humanoid Locomotion

Two complementary approaches to walking on unfamiliar terrain: Infer and Adapt learns what to optimize from demonstrations, while Learn to Teach trains controllers efficiently using privileged simulation information.

Paper · RA-L 2025 · ICRA 2026 Oral

Learn to Teach

One-stage privileged teacher-student learning for sample-efficient Digit locomotion over 12+ terrain and disturbance settings.

Paper · ICRA 2024

Infer and Adapt

Learn locomotion rewards from demonstrations, then use those rewards to train bipedal policies that adapt to unfamiliar terrain.