166 citations · 595 across the 71 of their papers we have counts for
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stat.ML2020★ 18 cited
What causes the test error? Going beyond bias-variance via ANOVA
Licong Lin, Edgar Dobriban
Modern machine learning methods are often overparametrized, allowing adaptation to the data at a fine level. This can seem puzzling; in the worst case, such models do not need to g…
stat.ML2020★ 35 cited
The Implicit Regularization of Stochastic Gradient Flow for Least Squares
Alnur Ali, Edgar Dobriban, Ryan J. Tibshirani
We study the implicit regularization of mini-batch stochastic gradient descent, when applied to the fundamental problem of least squares regression. We leverage a continuous-time s…