Deep Complex Networks

27 May 2017

Papers citing "Deep Complex Networks"

38 / 38 papers shown

Title
ComplexFormer: Disruptively Advancing Transformer Inference Ability via Head-Specific Complex Vector Attention Jintian Shao Hongyi Huang Hongyi Huang Beiwen Zhang ZhiYu Wu You Shan MingKai Zheng 111 0 0 15 May 2025
FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting Yuanbo Wang Yang Liu Xiaoyi Duan Kai Wang AI4TS 56 1 0 07 May 2025
Steinmetz Neural Networks for Complex-Valued Data Shyam Venkatasubramanian Ali Pezeshki Vahid Tarokh 402 0 0 17 Feb 2025
Efficient and Interpretable Neural Networks Using Complex Lehmer Transform M. Ataei Xiaogang Wang 67 0 0 28 Jan 2025
Cauchy activation function and XNet Xin Li Zhihong Xia Hongkun Zhang 139 6 0 28 Sep 2024
Co-domain Symmetry for Complex-Valued Deep Learning Utkarsh Singhal Yifei Xing Stella X. Yu 77 12 0 02 Dec 2021
AlgebraNets Jordan Hoffmann Simon Schmitt Simon Osindero Karen Simonyan Erich Elsen MoE 119 6 0 12 Jun 2020
Complex and Holographic Embeddings of Knowledge Graphs: A Comparison Théo Trouillon Maximilian Nickel 53 40 0 05 Jul 2017
Harmonic Networks: Deep Translation and Rotation Equivariance Daniel E. Worrall Stephan J. Garbin Daniyar Turmukhambetov Gabriel J. Brostow 105 707 0 14 Dec 2016
Learning Features of Music from Scratch John Thickstun Zaïd Harchaoui Sham Kakade 129 202 0 29 Nov 2016
Full-Capacity Unitary Recurrent Neural Networks Scott Wisdom Thomas Powers J. Hershey Jonathan Le Roux L. Atlas 50 293 0 31 Oct 2016
WaveNet: A Generative Model for Raw Audio Aaron van den Oord Sander Dieleman Heiga Zen Karen Simonyan Oriol Vinyals Alex Graves Nal Kalchbrenner A. Senior Koray Kavukcuoglu DiffM 354 7,381 0 12 Sep 2016
Recurrent Highway Networks J. Zilly R. Srivastava Jan Koutník Jürgen Schmidhuber 69 417 0 12 Jul 2016
Complex Embeddings for Simple Link Prediction Théo Trouillon Johannes Welbl Sebastian Riedel Éric Gaussier Guillaume Bouchard BDL 88 2,967 0 20 Jun 2016
Conditional Image Generation with PixelCNN Decoders Aaron van den Oord Nal Kalchbrenner Oriol Vinyals L. Espeholt Alex Graves Koray Kavukcuoglu VLM 169 2,503 0 16 Jun 2016
Wide Residual Networks Sergey Zagoruyko N. Komodakis 306 7,971 0 23 May 2016
Theano: A Python framework for fast computation of mathematical expressions The Theano Development Team Rami Al-Rfou Guillaume Alain Amjad Almahairi Christof Angermüller ... Kelvin Xu Lijun Xue Li Yao Saizheng Zhang Ying Zhang 168 2,339 0 09 May 2016
Identity Mappings in Deep Residual Networks Kaiming He Xinming Zhang Shaoqing Ren Jian Sun 326 10,172 0 16 Mar 2016
On Complex Valued Convolutional Neural Networks Nitzan Guberman CVBM 59 133 0 29 Feb 2016
Weight Normalization: A Simple Reparameterization to Accelerate Training of Deep Neural Networks Tim Salimans Diederik P. Kingma ODL 167 1,940 0 25 Feb 2016
Associative Long Short-Term Memory Ivo Danihelka Greg Wayne Benigno Uria Nal Kalchbrenner Alex Graves 53 178 0 09 Feb 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.9K 193,426 0 10 Dec 2015
Unitary Evolution Recurrent Neural Networks Martín Arjovsky Amar Shah Yoshua Bengio ODL 71 769 0 20 Nov 2015
Learning Representations Using Complex-Valued Nets Andy M. Sarroff Victor Shepardson M. Casey 36 16 0 19 Nov 2015
Reducing Overfitting in Deep Networks by Decorrelating Representations Michael Cogswell Faruk Ahmed Ross B. Girshick C. L. Zitnick Dhruv Batra 72 414 0 19 Nov 2015
Training Very Deep Networks R. Srivastava Klaus Greff Jürgen Schmidhuber 127 1,677 0 22 Jul 2015
Convolutional networks and learning invariant to homogeneous multiplicative scalings M. Tygert Arthur Szlam Soumith Chintala MarcÁurelio Ranzato Yuandong Tian Wojciech Zaremba 43 12 0 26 Jun 2015
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 524 7,977 0 13 Jun 2015
Spectral Representations for Convolutional Neural Networks Oren Rippel Jasper Snoek Ryan P. Adams 49 328 0 11 Jun 2015
A mathematical motivation for complex-valued convolutional networks Joan Bruna Soumith Chintala Yann LeCun Serkan Piantino Arthur Szlam M. Tygert 54 104 0 11 Mar 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 415 43,234 0 11 Feb 2015
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification Kaiming He Xinming Zhang Shaoqing Ren Jian Sun VLM 276 18,587 0 06 Feb 2015
Deep Roto-Translation Scattering for Object Classification Edouard Oyallon S. Mallat 80 230 0 30 Dec 2014
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 1.4K 149,842 0 22 Dec 2014
Efficient Object Localization Using Convolutional Networks Jonathan Tompson Ross Goroshin Arjun Jain Yann LeCun C. Bregler 3DH 151 1,350 0 16 Nov 2014
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.3K 100,213 0 04 Sep 2014
On the Properties of Neural Machine Translation: Encoder-Decoder Approaches Kyunghyun Cho B. V. Merrienboer Dzmitry Bahdanau Yoshua Bengio AI4CE AIMat 209 6,770 0 03 Sep 2014
Neuronal Synchrony in Complex-Valued Deep Networks David P. Reichert Thomas Serre 67 110 0 20 Dec 2013