SA2Pat (Security Advisory to Patch), a framework that accurately localizes security patches by learning from patterns in historical vulnerability fixes, is proposed, and a fine-tuned SecureBERT model is employed to predict the likely CWE ID, ensuring that the input information remains complete.
Ze-Tan Li, Xiaoya Zhu, Zhuo Li et al.· Empirical Software Engineeri...· 0 citations
This work proposes InterFuse, a framework for differential path reasoning that builds compact interprocedural control-flow graphs with targeted pruning, samples high-contrast paths via genetic optimization, and uses hierarchical fusion with a lightweight concatenation-based module to enhance discriminative signals.
Yao Zhang, Rui-Jie Cai, Xiao-Kang Yin et al.· ACM Transactions on Software...· 0 citations
SemASTer is proposed, a robust framework for cross-architecture binary code similarity detection that leverages Abstract Syntax Tree (AST) as its semantic backbone and introduces two complementary compensation pathways: behavioral semantic compensation to recover lost runtime dynamics, and control-flow compensation to...
Zhichao Wang, Xiao-Kang Yin, Xiaoya Zhu et al.· International journal of sof...· 0 citations
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