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Sep, 2019
量化机器学习研究的独立再现性的一步
A Step Toward Quantifying Independently Reproducible Machine Learning Research
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Edward Raff
TL;DR
本研究通过手动尝试实现1984年至2017年发表的255篇文章,记录每篇文章的特征,并对结果进行统计分析,首次尝试寻找可量化的答案,证明代码发布不足以决定文章实现的可复制性。
Abstract
What makes a paper independently reproducible? Debates on
reproducibility
center around intuition or assumptions but lack empirical results. Our field focuses on releasing code, which is important, but is not sufficient for determining
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