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cs.SE2026
SVRepair: Structured Visual Reasoning for Automated Program Repair
Jincheng Wang, Liwei Luo, Xiaoxuan Tang +5
Large language models (LLMs) have recently been applied to Automated Program Repair (APR), yet most existing approaches remain unimodal and fail to use diagnostic signals contained…
cs.SE2025
Fuzzing: Randomness? Reasoning! Efficient Directed Fuzzing via Large Language Models
Xiaotao Feng, Xiaogang Zhu, Kun Hu +4
Fuzzing is highly effective in detecting bugs due to the key contribution of randomness. However, randomness significantly reduces the efficiency of fuzzing, causing it to cost day…