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Benign, Tempered, or Catastrophic: A Taxonomy of OverfittingDeep Learning Theory Workshop and Summer School 20222022-08-01
Defines a three-way taxonomy — benign overfitting, tempered overfitting, catastrophic — and claims many interpolating deep nets sit in the middle: nonzero but…
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Is Overfitting Actually Benign? On the Consistency of Interpolating MethodsDeep Learning Theory Symposium 20212021-12-03
Claims that modern overparameterized interpolating methods fail consistency: training MLPs to interpolation on CIFAR with controlled label corruption and on…
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