Riad Ahmed

TAIL-Safe: Task-Agnostic Safety Monitoring for Imitation Learning Policies

Recent imitation learning (IL) algorithms – such as flow-matching and diffusion policies – demonstrate remarkable performance in learning complex manipulation tasks. However, these policies often fail even when operating within their training distribution due to extreme sensitivity to initial condit…