Compact Neural Networks based on the Multiscale Entanglement
Renormalization Ansatz

Compact Neural Networks based on the Multiscale Entanglement Renormalization Ansatz

9 November 2017

Simone Severini

Papers citing "Compact Neural Networks based on the Multiscale Entanglement Renormalization Ansatz"

12 / 12 papers shown

Title
Machine Learning by Unitary Tensor Network of Hierarchical Tree Structure Ding Liu Shi-Ju Ran P. Wittek C. Peng R. García G. Su M. Lewenstein 31 131 0 13 Oct 2017
Deep Learning and Quantum Entanglement: Fundamental Connections with Implications to Network Design Yoav Levine David Yakira Nadav Cohen Amnon Shashua 97 126 0 05 Apr 2017
Ultimate tensorization: compressing convolutional and FC layers alike T. Garipov D. Podoprikhin Alexander Novikov Dmitry Vetrov 54 190 0 10 Nov 2016
Why does deep and cheap learning work so well? Henry W. Lin Max Tegmark David Rolnick 60 607 0 29 Aug 2016
Supervised Learning with Quantum-Inspired Tensor Networks E. Stoudenmire D. Schwab SSL 52 164 0 18 May 2016
Tensorizing Neural Networks Alexander Novikov D. Podoprikhin A. Osokin Dmitry Vetrov 76 879 0 22 Sep 2015
Distilling the Knowledge in a Neural Network Geoffrey E. Hinton Oriol Vinyals J. Dean FedML 253 19,523 0 09 Mar 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 361 43,154 0 11 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 210 18,534 0 06 Feb 2015
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 979 149,474 0 22 Dec 2014
An exact mapping between the Variational Renormalization Group and Deep Learning Pankaj Mehta D. Schwab AI4CE 63 309 0 14 Oct 2014
Exact solutions to the nonlinear dynamics of learning in deep linear neural networks Andrew M. Saxe James L. McClelland Surya Ganguli ODL 132 1,830 0 20 Dec 2013