🏢 Department of Computer Science, Duke University
Using Noise to Infer Aspects of Simplicity Without Learning
·2004 words·10 mins·
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AI Theory
Interpretability
🏢 Department of Computer Science, Duke University
Noise in data surprisingly simplifies machine learning models, improving their interpretability without sacrificing accuracy; this paper quantifies this effect across various hypothesis spaces.