R1-Fuzz: Specializing Language Models for Textual Fuzzing via Reinforcement Learning

Jiayi Lin, Liangcai Su, Junzhe Li +1

Fuzzing is effective for vulnerability discovery but struggles with complex targets such as compilers, interpreters, and database engines, which accept textual input that must sati…