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cs.SE2026
Can Agentic Code Review Catch Vulnerabilities Before They Are Merged?
Yihan Yang, Chenyuan Yang, Zijie Zhao +5
LLM agents have been increasingly adopted for security-focused code review, but existing benchmarks mostly derive the reviewed changes from their later fixes instead of the real-wo…
cs.SE2026
AnyPoC: Universal Proof-of-Concept Test Generation for Scalable LLM-Based Bug Detection
Zijie Zhao, Chenyuan Yang, Weidong Wang +3
While recent LLM-based agents can identify many candidate bugs in source code, their reports remain static hypotheses that require manual validation, limiting the practicality of a…