Inductive Bias of Multi-Channel Linear Convolutional Networks with Bounded Weight Norm

Meena Jagadeesan, Ilya Razenshteyn, Suriya Gunasekar

We provide a function space characterization of the inductive bias resulting from minimizing the ${\ell }_2$ norm of the weights in multi-channel convolutional neural networks with li…