Learning Neural Control Barrier Functions from Expert Demonstrations using Inverse Constraint Learning

Yuxuan Yang, Hussein Sibai

Safety is a fundamental requirement for autonomous systems operating in critical domains. Control barrier functions (CBFs) have been used to design safety filters that minimally al…