Grokking is induced by any small nonzero regularizer whose favored solutions generalize, with a delay that scales like one over the learning rate times the regularization strength.
We also have ∥zy∥2 ≤ L since L = supy′∈B(x,r) supz∈∂h(y′) ∥z∥2
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Grokking Beyond the Euclidean Norm of Model Parameters
Grokking is induced by any small nonzero regularizer whose favored solutions generalize, with a delay that scales like one over the learning rate times the regularization strength.