Evaluation

Predictive Safety Curricula

Adaptive allocation of RL training experience using predictions of future safety cost. Evaluated in controlled simulation and physical-system deployment.

63% lower shank-collision incidence on ANYmal-D hardware across three matched training seeds.

Tracing advantage collapse in RL post-training

A measurement plan for locating where useful variation disappears between reward, advantage estimation, and policy updates.