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stat.ML2020★ 7 cited
Neural Networks and Polynomial Regression. Demystifying the Overparametrization Phenomena
Matt Emschwiller, David Gamarnik, Eren C. Kızıldağ +1
In the context of neural network models, overparametrization refers to the phenomena whereby these models appear to generalize well on the unseen data, even though the number of pa…
stat.ML2019★ 8 cited
Stationary Points of Shallow Neural Networks with Quadratic Activation Function
David Gamarnik, Eren C. Kızıldağ, Ilias Zadik
We consider the teacher-student setting of learning shallow neural networks with quadratic activations and planted weight matrix , where is the wi…