A mathematical motivation for complex-valued convolutional networks

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A mathematical motivation for complex-valued convolutional networks

11 March 2015

Joan Bruna

Soumith Chintala

Serkan Piantino

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Papers citing "A mathematical motivation for complex-valued convolutional networks"

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Title
Sum of Squares Circuits Lorenzo Loconte Stefan Mengel Antonio Vergari TPM 140 9 0 21 Aug 2024
On the Shift Invariance of Max Pooling Feature Maps in Convolutional Neural Networks Hubert Leterme K. Polisano V. Perrier Alahari Karteek FAtt 143 2 0 19 Sep 2022
Convolutional networks and learning invariant to homogeneous multiplicative scalings M. Tygert Arthur Szlam Soumith Chintala MarcÁurelio Ranzato Yuandong Tian Wojciech Zaremba 76 12 0 26 Jun 2015
Deep Roto-Translation Scattering for Object Classification Edouard Oyallon S. Mallat 82 232 0 30 Dec 2014
An exact mapping between the Variational Renormalization Group and Deep Learning Pankaj Mehta D. Schwab AI4CE 102 312 0 14 Oct 2014
Invariant Scattering Convolution Networks Joan Bruna S. Mallat 136 1,279 0 05 Mar 2012