Connectivity Matters: Neural Network Pruning Through the Lens of Effective Sparsity

Sparse Coding with Multi-layer Decoders using Variance Regularization

Sparse representations of images are useful in many computer vision applications. Sparse coding with an $l_1$ penalty and a learned linear dictionary requires regularization of the dictionary to...