Beyond Reproducibility: Towards Security-Aware Evaluation 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 does not aim at spotting or mitigitating potential security risks. Since these artifacts are publicly released and reused, they may unintentionally create opportunities for misuse and raise concerns about safe and responsible sharing. We study 1,388 research artifacts published between 2023 and 2025 at the top-4 security conferences, perform static analysis, and obtain 132,431 candidate security findings. We propose a taxonomy for context-aware security assessment a...
| Authors | Nanda Rani, Christian Rossow |
|---|---|
| Primary category | cs.CR |
| Published | 7 May 2026 |
| Last updated at source | 2 September 2026 |
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