most citedGeneralization Guarantees for Neural Networks via Harnessing the Low-rank Structure of the Jacobian

39 citations · 39 across the 1 of their papers we have counts for

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cs.LG2019★ 39 cited

Generalization Guarantees for Neural Networks via Harnessing the Low-rank Structure of the Jacobian

Samet Oymak, Zalan Fabian, Mingchen Li +1

Modern neural network architectures often generalize well despite containing many more parameters than the size of the training dataset. This paper explores the generalization capa…