Thierry Artieres

Implicit Regularization with Polynomial Growth in Deep Tensor Factorization

We study the implicit regularization effects of deep learning in tensor factorization. While implicit regularization in deep matrix and ’shallow’ tensor factorization via linear and certain type of non-linear neural networks promotes low-rank solutions with at most quadratic growth, we show that its…