StepStone: LLM-Based GPU Kernel Driver Fuzzing via User-Space Libraries [pdf]

The paper presents StepStone, an LLM-based fuzzing framework for GPU kernel drivers that leverages user-space libraries to generate test inputs. The approach aims to find bugs in GPU kernel drivers by automatically synthesizing kernel API calls through the analysis of library usage patterns and LLM guidance.