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Author

Jian Zhao

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Oct 2026

“Wait, My Tool Can’t Do That?” A Fine-Grained Capability Study of Modern Static Taint Analyzers

Static taint analyzers are widely used in software security, yet aggregate vulnerability-detection metrics provide limited insight into the specific language constructs and analysis capabilities that cause tools to succeed or fail. This paper presents xAST, a fine-grained benchmark containing 844 paired capability case...

Yan-Jie Zhao, Shen-Ao Wang, Jian Zhao et al. · 0 citations
Preprint Aug 2026

MalTotal: Cost-Effective and Language-Agnostic Malicious Code Poisoning Detection for Millions of Repositories

MalTotal leverages LLM-assisted semantic reasoning to identify sensitive APIs, perform hybrid semantic slicing, and reconstruct malicious behavior contexts while reducing analysis overhead, demonstrating the effectiveness, scalability, and cost-efficiency of MalTotal in mitigating large-scale code poisoning attacks.

Jian Zhao, Shenao Wang, Qingyang Wu et al. · 1 citation · ⚡1

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