Equivalent and Approximate Transformations of Deep Neural Networks

27 May 2019

Papers citing "Equivalent and Approximate Transformations of Deep Neural Networks"

18 / 18 papers shown

Title
When Deep Learning Meets Polyhedral Theory: A Survey Joey Huchette Gonzalo Muñoz Thiago Serra Calvin Tsay AI4CE 154 37 0 29 Apr 2023
Strong mixed-integer programming formulations for trained neural networks Ross Anderson Joey Huchette Christian Tjandraatmadja J. Vielma 176 258 0 20 Nov 2018
Quantized Densely Connected U-Nets for Efficient Landmark Localization Zhiqiang Tang Xi Peng Shijie Geng Lingfei Wu Shaoting Zhang Dimitris N. Metaxas 3DV 66 142 0 07 Aug 2018
ResNet with one-neuron hidden layers is a Universal Approximator Hongzhou Lin Stefanie Jegelka 113 229 0 28 Jun 2018
Bounding and Counting Linear Regions of Deep Neural Networks Thiago Serra Christian Tjandraatmadja Srikumar Ramalingam MLT 67 251 0 06 Nov 2017
Maximum Resilience of Artificial Neural Networks Chih-Hong Cheng Georg Nührenberg Harald Ruess AAML 130 284 0 28 Apr 2017
Pruning Filters for Efficient ConvNets Hao Li Asim Kadav Igor Durdanovic H. Samet H. Graf 3DPC 195 3,707 0 31 Aug 2016
Learning Structured Sparsity in Deep Neural Networks W. Wen Chunpeng Wu Yandan Wang Yiran Chen Hai Helen Li 189 2,341 0 12 Aug 2016
DSD: Dense-Sparse-Dense Training for Deep Neural Networks Song Han Jeff Pool Sharan Narang Huizi Mao Enhao Gong ... Peter Vajda Manohar Paluri J. Tran Bryan Catanzaro W. Dally CVBM 72 83 0 15 Jul 2016
XNOR-Net: ImageNet Classification Using Binary Convolutional Neural Networks Mohammad Rastegari Vicente Ordonez Joseph Redmon Ali Farhadi MQ 175 4,369 0 16 Mar 2016
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size F. Iandola Song Han Matthew W. Moskewicz Khalid Ashraf W. Dally Kurt Keutzer 159 7,501 0 24 Feb 2016
Binarized Neural Networks Itay Hubara Daniel Soudry Ran El-Yaniv MQ 207 1,348 0 08 Feb 2016
Learning both Weights and Connections for Efficient Neural Networks Song Han Jeff Pool J. Tran W. Dally CVBM 316 6,709 0 08 Jun 2015
Efficient and Accurate Approximations of Nonlinear Convolutional Networks Xinming Zhang Jianhua Zou Xiang Ming Kaiming He Jian Sun 3DV 87 263 0 16 Nov 2014
Speeding up Convolutional Neural Networks with Low Rank Expansions Max Jaderberg Andrea Vedaldi Andrew Zisserman 132 1,465 0 15 May 2014
Exploiting Linear Structure Within Convolutional Networks for Efficient Evaluation Emily L. Denton Wojciech Zaremba Joan Bruna Yann LeCun Rob Fergus FAtt 179 1,693 0 02 Apr 2014
On the Number of Linear Regions of Deep Neural Networks Guido Montúfar Razvan Pascanu Kyunghyun Cho Yoshua Bengio 96 1,256 0 08 Feb 2014
Maxout Networks Ian Goodfellow David Warde-Farley M. Berk Mirza Aaron Courville Yoshua Bengio OOD 264 2,179 0 18 Feb 2013