Learning Safe Flow Matching Robot Policies from Binary Feasibility Oracles.

arXiv:2610.40075v1 Announce Type: cross Abstract: Robot foundation models increasingly rely on flow-based action generation for general-purpose manipulation, yet the generated actions are not guaranteed to satisfy physical constraints such as joint limits and