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Asaf Maman

2 accepted papers

2022

Implicit Regularization in Hierarchical Tensor Factorization and Deep Convolutional Neural Networks

ICML 2022spotlight

In the pursuit of explaining implicit regularization in deep learning, prominent focus was given to matrix and tensor factorizations, which correspond to simplified neural networks. It was shown that these models exhibit an implicit tendency towards low matrix and tensor ranks, respectively. Drawing…