Hybrid Fuzzing with LLM-Guided Input Mutation and Semantic Feedback

Shiyin Lin

Software fuzzing has become a cornerstone in automated vulnerability discovery, yet existing mutation strategies often lack semantic awareness, leading to redundant test cases and…