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extreme value theory
extreme value theory
PulseAugur coverage of extreme value theory — every cluster mentioning extreme value theory across labs, papers, and developer communities, ranked by signal.
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Papers · 30d
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Extreme Value Theory enhances ML extrapolation beyond training data
A new paper explores the application of extreme value theory to enhance extrapolation capabilities in machine learning. The research synthesizes recent advancements, focusing on methods that leverage statistical tools f…
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SHIFT estimator improves robust double machine learning for heavy-tailed data
Researchers have developed SHIFT, a new robust estimator for Double Machine Learning (DML) pipelines designed to handle heavy-tailed data contamination. SHIFT combines cross-fit nuisance orthogonalization with a kernel-…