Learning Sparse Neural Networks via Sensitivity-Driven Regularization

Learning Sparse Neural Networks via Sensitivity-Driven Regularization

28 October 2018

Enzo Tartaglione

Attilio Fiandrotti

Gianluca Francini

Papers citing "Learning Sparse Neural Networks via Sensitivity-Driven Regularization"

14 / 14 papers shown

Title
Faster gaze prediction with dense networks and Fisher pruning Lucas Theis I. Korshunova Alykhan Tejani Ferenc Huszár 43 204 0 17 Jan 2018
Learning Sparse Neural Networks through $L_0$ Regularization Christos Louizos Max Welling Diederik P. Kingma 141 1,136 0 04 Dec 2017
SGD Learns Over-parameterized Networks that Provably Generalize on Linearly Separable Data Alon Brutzkus Amir Globerson Eran Malach Shai Shalev-Shwartz MLT 133 277 0 27 Oct 2017
To prune, or not to prune: exploring the efficacy of pruning for model compression Michael Zhu Suyog Gupta 98 1,262 0 05 Oct 2017
Squeeze-and-Excitation Networks Jie Hu Li Shen Samuel Albanie Gang Sun Enhua Wu 265 26,241 0 05 Sep 2017
Soft Weight-Sharing for Neural Network Compression Karen Ullrich Edward Meeds Max Welling 77 415 0 13 Feb 2017
Variational Dropout Sparsifies Deep Neural Networks Dmitry Molchanov Arsenii Ashukha Dmitry Vetrov BDL 56 825 0 19 Jan 2017
Dynamic Network Surgery for Efficient DNNs Yiwen Guo Anbang Yao Yurong Chen 47 1,054 0 16 Aug 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 78 2,331 0 12 Aug 2016
Deep vs. shallow networks : An approximation theory perspective H. Mhaskar T. Poggio 69 341 0 10 Aug 2016
Deep Compression: Compressing Deep Neural Networks with Pruning, Trained Quantization and Huffman Coding Song Han Huizi Mao W. Dally 3DGS 163 8,793 0 01 Oct 2015
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 167 6,628 0 08 Jun 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 616 99,991 0 04 Sep 2014
ImageNet Large Scale Visual Recognition Challenge Olga Russakovsky Jia Deng Hao Su J. Krause S. Satheesh ... A. Karpathy A. Khosla Michael S. Bernstein Alexander C. Berg Li Fei-Fei VLM ObjD 804 39,383 0 01 Sep 2014