Benign overfitting in linear regression
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Diffusion models defy benign overfitting, new research finds · 2 sources tracked
A new research paper challenges the prevailing understanding of generalization in deep learning, specifically within diffusion models. The study demonstrates that benign overfitting, a phenomenon where overfitting aids …
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New research explores benign overfitting in overparameterized models
A new research paper explores the phenomenon of benign overfitting in overparameterized statistical models, focusing on the ordinary least squares (OLS) interpolator. The study derives new algebraic and statistical resu…
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Spectral algorithms in large dimensions reveal three learning curve regimes
A new research paper published on arXiv explores the learning curves and benign overfitting phenomena in spectral algorithms within large-dimensional settings. The study characterizes the excess risk across different re…