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Research questionHow can artifact evaluation identify security risks in publicly released research artifacts?Reproducibility checks establish whether an artifact works as claimed, but they do not reveal whether publicly shared code creates context-dependent security risks when reused.
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Latest papersRecent research connected to this question, newest first.Beyond Reproducibility: Towards Security-Aware Evaluation of Research ArtifactsThe study analyzes 1,388 artifacts published at the top four security conferences from 2023 to 2025. It applies static analysis and context-aware assessment of code semantics, execution context, practical exploitability, and security-risk types; its evidence includes 132,431 candidate findings and reported classification performance for the proposed SAFE framework.research paper · Sep 2, 2026
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