2 papers
cs.CR2026
Surgical Repair of Insecure Code Generation in LLMs
Gustavo Sandoval, Brendan Dolan-Gavitt, Siddharth Garg
Large language models write production code, and yet they routinely introduce well-known vulnerabilities. We show that this is not a knowledge deficit: the same models that generat…
cs.CR2025
ELFuzz: Efficient Input Generation via LLM-driven Synthesis Over Fuzzer Space
Chuyang Chen, Brendan Dolan-Gavitt, Zhiqiang Lin
Generation-based fuzzing produces appropriate test cases according to specifications of input grammars and semantic constraints to test systems and software. However, these specifi…