Group Sparse Regularization for Deep Neural Networks

Group Sparse Regularization for Deep Neural Networks

2 July 2016

Simone Scardapane

Danilo Comminiello

Amir Hussain

Papers citing "Group Sparse Regularization for Deep Neural Networks"

14 / 64 papers shown

Title
Improving performance of deep learning models with axiomatic attribution priors and expected gradients G. Erion Joseph D. Janizek Pascal Sturmfels Scott M. Lundberg Su-In Lee OOD BDL FAtt 21 80 0 25 Jun 2019
Regularizing by the Variance of the Activations' Sample-Variances Etai Littwin Lior Wolf VLM 23 12 0 21 Nov 2018
Gradient-Coherent Strong Regularization for Deep Neural Networks Dae Hoon Park C. Ho Yi Chang Huaqing Zhang ODL 21 1 0 20 Nov 2018
Compact Personalized Models for Neural Machine Translation Joern Wuebker A. Paz N. Ravid VLM 11 56 0 05 Nov 2018
An ETF view of Dropout regularization Dor Bank Raja Giryes 8 4 0 14 Oct 2018
A Closer Look at Structured Pruning for Neural Network Compression Elliot J. Crowley Jack Turner Amos Storkey Michael F. P. O'Boyle 3DPC 29 31 0 10 Oct 2018
Structured Variational Learning of Bayesian Neural Networks with Horseshoe Priors S. Ghosh Jiayu Yao Finale Doshi-Velez BDL UQCV 17 77 0 13 Jun 2018
Deep Expander Networks: Efficient Deep Networks from Graph Theory Ameya Prabhu G. Varma A. Namboodiri GNN 30 71 0 23 Nov 2017
Sparse-Input Neural Networks for High-dimensional Nonparametric Regression and Classification Jean Feng N. Simon 24 99 0 21 Nov 2017
Stochastic Training of Neural Networks via Successive Convex Approximations Simone Scardapane P. Di Lorenzo 24 9 0 15 Jun 2017
Model Selection in Bayesian Neural Networks via Horseshoe Priors S. Ghosh Finale Doshi-Velez BDL 29 119 0 29 May 2017
Bayesian Compression for Deep Learning Christos Louizos Karen Ullrich Max Welling UQCV BDL 23 479 0 24 May 2017
Automatic Node Selection for Deep Neural Networks using Group Lasso Regularization Tsubasa Ochiai Shigeki Matsuda Hideyuki Watanabe S. Katagiri 8 22 0 17 Nov 2016
Normalizing the Normalizers: Comparing and Extending Network Normalization Schemes Mengye Ren Renjie Liao R. Urtasun Fabian H. Sinz R. Zemel 35 81 0 14 Nov 2016