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Study finds 41% of research artifacts contain security risks, proposes SAFE framework

A new paper analyzes the security of research artifacts shared to support reproducibility, finding that many contain insecure code patterns. The study examined 509 artifacts from security conferences and identified that over 41% of common findings could pose security risks in practice. To address this, the researchers developed SAFE, a framework for security-aware artifact evaluation that achieves high accuracy in distinguishing security-related issues. AI

影响 Highlights potential security vulnerabilities in shared research code, emphasizing the need for robust security checks in artifact evaluation.

排序理由 The cluster contains an academic paper detailing a new methodology and findings.

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Study finds 41% of research artifacts contain security risks, proposes SAFE framework

报道来源 [2]

  1. arXiv cs.AI TIER_1 English(EN) · Nanda Rani, Christian Rossow ·

    On the Security of Research Artifacts

    arXiv:2605.06508v1 Announce Type: cross Abstract: Research artifacts are widely shared to support reproducibility, and artifact evaluation (AE) has become common at many leading conferences. However, AE mainly checks whether artifacts work as claimed and can be reproduced. It lar…

  2. arXiv cs.AI TIER_1 English(EN) · Christian Rossow ·

    On the Security of Research Artifacts

    Research artifacts are widely shared to support reproducibility, and artifact evaluation (AE) has become common at many leading conferences. However, AE mainly checks whether artifacts work as claimed and can be reproduced. It largely overlooks potential security risks. Since the…