Semantically Adaptive Control Barrier Functions with Vision-Language Models for Real-Time Robot Navigation

Robots operating in dynamic, unstructured environments must maintain safety without becoming unnecessarily conservative. While control barrier functions (CBFs) provide a principled mechanism for collision avoidance, their behavior is typically determined from geometric state alone and therefore cann