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Chengran Yang · zichao wei · Heminghao Deng · Jinfeng Jiang · Zhensu Sun · Ting Zhang · Tianyi Wu · Ming Wen · David Lo
Junkai Chen · Huihui Huang · Yunbo Lyu · Junwen An · Jieke Shi · Chengran Yang · Ting Zhang · Haoye Tian · Yikun Li · Zhenhao Li · Xin Zhou · Xing Hu · David Lo
Large language model-powered code agents are rapidly transforming software engineering, yet the security risks of their generated code have become a critical concern. Existing benchmarks have provided valuable insights, but they fail to capture scenarios in which vulnerabilities are actually intr...
Chengran Yang · Ting Zhang · Jinfeng Jiang · Xin Zhou · Haoye Tian · Mingzhe Du · Jieke Shi · Junkai Chen · Yikun Li · Eng Lieh Ouh · Lwin Khin Shar · David Lo
The rapid accumulation of software vulnerabilities has outpaced manual remediation, creating an urgent need for Automated Vulnerability Repair (AVR). However, existing methods suffer from syntactic overfitting, mimicking surface forms without understanding the underlying repair logic, and fail to...