Benchmarking flaws undermine security research
Authors
DATA61
Leiden University
Vrije Universiteit
UNSW Sydney
Abstract
Benchmarking systems is difficult. Mistakes can compromise guarantees and threaten reproducibility and comparability. We conduct a study to show that benchmarking flaws are widespread in systems security defense papers, even at tier-1 venues. We aim to raise awareness and provide recommendations for safeguarding the scientific process in our community.
BibTeX Entry
@article{vanderKouwe_HABG_20,
author = {van der Kouwe, Erik and Heiser, Gernot and Andriesse, Dennis and Bos, Herbert and Giuffrida,
Cristiano},
date = {2020-5-11},
doi = {https://doi.org/10.1109/MSEC.2020.2969862},
issue = {3},
journal = {IEEE Security and Privacy Magazine},
keywords = {benchmarking, computer systems, performance evaluation, reproducibility of results, security,
standardization guidelines},
month = may,
numpages = {10},
paperurl = {https://trustworthy.systems/publications/full_text/vanderKouwe_HABG_20.pdf},
publisher = {IEEE},
title = {Benchmarking Flaws Undermine Security Research},
volume = {18},
year = {2020}
}
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