L1-regularized Neural Networks are Improperly Learnable in Polynomial Time

Yuchen Zhang, Jason D. Lee, Michael I. Jordan

Abstract: We study the improper learning of multi-layer neural networks. Suppose that the neural network to be learned has k hidden layers and that the \ell_1-norm of the incoming weights of any neuron is bo...