v1v2v3v4 (latest)

Unitary Evolution Recurrent Neural Networks

20 November 2015

Papers citing "Unitary Evolution Recurrent Neural Networks"

50 / 403 papers shown

Title
Learning to Adaptively Scale Recurrent Neural Networks Hao Hu Liqiang Wang Guo-Jun Qi AI4CE 42 9 0 15 Feb 2019
Compression of Recurrent Neural Networks for Efficient Language Modeling Artem M. Grachev D. Ignatov Andrey V. Savchenko 55 39 0 06 Feb 2019
Widely Linear Kernels for Complex-Valued Kernel Activation Functions Simone Scardapane S. Van Vaerenbergh Danilo Comminiello A. Uncini 52 4 0 06 Feb 2019
Deep Learning for Inverse Problems: Bounds and Regularizers Jaweria Amjad Zhaoyang Lyu M. Rodrigues 38 4 0 31 Jan 2019
State-Regularized Recurrent Neural Networks Cheng Wang Mathias Niepert 65 40 0 25 Jan 2019
Cheap Orthogonal Constraints in Neural Networks: A Simple Parametrization of the Orthogonal and Unitary Group Mario Lezcano Casado David Martínez-Rubio 50 200 0 24 Jan 2019
Hamiltonian Monte-Carlo for Orthogonal Matrices V. Yanush D. Kropotov 28 1 0 23 Jan 2019
Towards Non-saturating Recurrent Units for Modelling Long-term Dependencies A. Chandar Chinnadhurai Sankar Eugene Vorontsov Samira Ebrahimi Kahou Yoshua Bengio 96 56 0 22 Jan 2019
FastGRNN: A Fast, Accurate, Stable and Tiny Kilobyte Sized Gated Recurrent Neural Network Aditya Kusupati Manish Singh Kush S. Bhatia A. Kumar Prateek Jain Manik Varma 78 190 0 08 Jan 2019
Learning to Remember More with Less Memorization Hung Le T. Tran Svetha Venkatesh 68 39 0 05 Jan 2019
Sequence Prediction using Spectral RNNs Moritz Wolter Juergen Gall Angela Yao AI4TS 29 2 0 13 Dec 2018
Evaluation of Complex-Valued Neural Networks on Real-Valued Classification Tasks Nils Mönning S. Manandhar 67 26 0 29 Nov 2018
Utilizing Complex-valued Network for Learning to Compare Image Patches Siwen Jiang Wenxuan Wei Shihao Guo Hongguang Fu Lei Huang SSL 23 0 0 29 Nov 2018
Sorting out Lipschitz function approximation Cem Anil James Lucas Roger C. Grosse 92 325 0 13 Nov 2018
Complex Unitary Recurrent Neural Networks using Scaled Cayley Transform K. D. G. Maduranga Kyle E. Helfrich Qiang Ye 69 32 0 09 Nov 2018
On the Equivalence of Convolutional and Hadamard Networks using DFT M. Crâsmaru 29 0 0 27 Oct 2018
Reversible Recurrent Neural Networks M. Mackay Paul Vicol Jimmy Ba Roger C. Grosse 73 53 0 25 Oct 2018
Can We Gain More from Orthogonality Regularizations in Training Deep CNNs? Nitin Bansal Xiaohan Chen Zhangyang Wang OOD 93 188 0 22 Oct 2018
The loss surface of deep linear networks viewed through the algebraic geometry lens D. Mehta Tianran Chen Tingting Tang J. Hauenstein ODL 86 32 0 17 Oct 2018
Information Geometry of Orthogonal Initializations and Training Piotr A. Sokól Il-Su Park AI4CE 125 17 0 09 Oct 2018
h-detach: Modifying the LSTM Gradient Towards Better Optimization Devansh Arpit Bhargav Kanuparthi Giancarlo Kerg Nan Rosemary Ke Ioannis Mitliagkas Yoshua Bengio 103 32 0 06 Oct 2018
McTorch, a manifold optimization library for deep learning Mayank Meghwanshi Pratik Jawanpuria Anoop Kunchukuttan Hiroyuki Kasai Bamdev Mishra AI4CE 96 41 0 03 Oct 2018
Sparse Attentive Backtracking: Temporal CreditAssignment Through Reminding Nan Rosemary Ke Anirudh Goyal O. Bilaniuk Jonathan Binas Michael C. Mozer C. Pal Yoshua Bengio CLL 78 86 0 11 Sep 2018
Multimodal Language Analysis with Recurrent Multistage Fusion Paul Pu Liang Liu Ziyin Amir Zadeh Louis-Philippe Morency 137 198 0 12 Aug 2018
Character-Level Language Modeling with Deeper Self-Attention Rami Al-Rfou Dokook Choe Noah Constant Mandy Guo Llion Jones 154 393 0 09 Aug 2018
MCRM: Mother Compact Recurrent Memory Abduallah A. Mohamed Christian G. Claudel 29 1 0 04 Aug 2018
Matrix optimization on universal unitary photonic devices Sunil Pai Ben Bartlett O. Solgaard D. Miller 73 109 0 02 Aug 2018
Interpreting recurrent neural networks behaviour via excitable network attractors Andrea Ceni Peter Ashwin L. Livi 110 49 0 27 Jul 2018
IGLOO: Slicing the Features Space to Represent Sequences Vsevolod Sourkov VLM 60 5 0 09 Jul 2018
Bayesian Deep Learning on a Quantum Computer Zhikuan Zhao Alejandro Pozas-Kerstjens Patrick Rebentrost P. Wittek UQCV BDL 81 72 0 29 Jun 2018
The challenge of realistic music generation: modelling raw audio at scale Sander Dieleman Aaron van den Oord Karen Simonyan 95 186 0 26 Jun 2018
Persistent Hidden States and Nonlinear Transformation for Long Short-Term Memory Heeyoul Choi 52 13 0 22 Jun 2018
Complex Gated Recurrent Neural Networks Moritz Wolter Angela Yao AI4CE 90 65 0 21 Jun 2018
Deep Recurrent Neural Network for Multi-target Filtering Mehryar Emambakhsh Alessandro Bay E. Vazquez 60 6 0 18 Jun 2018
Dynamical Isometry and a Mean Field Theory of RNNs: Gating Enables Signal Propagation in Recurrent Neural Networks Minmin Chen Jeffrey Pennington S. Schoenholz SyDa AI4CE 67 117 0 14 Jun 2018
The Nonlinearity Coefficient - Predicting Generalization in Deep Neural Networks George Philipp J. Carbonell 66 14 0 01 Jun 2018
Understanding Batch Normalization Johan Bjorck Carla P. Gomes B. Selman Kilian Q. Weinberger 174 617 0 01 Jun 2018
A Statistical Recurrent Model on the Manifold of Symmetric Positive Definite Matrices Rudrasis Chakraborty Chun-Hao Yang Xingjian Zhen Monami Banerjee Derek B. Archer David E Vaillancourt Vikas Singh B. Vemuri 62 38 0 29 May 2018
Stable Recurrent Models John Miller Moritz Hardt 70 119 0 25 May 2018
Universal discriminative quantum neural networks Hongxiang Chen Leonard Wossnig Simone Severini Hartmut Neven Masoud Mohseni 64 80 0 22 May 2018
How Robust are Deep Neural Networks? B. Sengupta Karl J. Friston OOD 77 34 0 30 Apr 2018
The unreasonable effectiveness of the forget gate J. Westhuizen Joan Lasenby 74 89 0 13 Apr 2018
Stabilizing Gradients for Deep Neural Networks via Efficient SVD Parameterization Jiong Zhang Qi Lei Inderjit S. Dhillon 55 112 0 25 Mar 2018
Can recurrent neural networks warp time? Corentin Tallec Yann Ollivier CLL AI4CE 144 136 0 23 Mar 2018
Learning Long Term Dependencies via Fourier Recurrent Units Jiong Zhang Yibo Lin Zhao Song Inderjit S. Dhillon 81 42 0 17 Mar 2018
ORGaNICs: A Theory of Working Memory in Brains and Machines D. Heeger Wayne E. Mackey 79 7 0 16 Mar 2018
Independently Recurrent Neural Network (IndRNN): Building A Longer and Deeper RNN Shuai Li W. Li Chris Cook Ce Zhu Yanbo Gao 98 731 0 13 Mar 2018
The emergent algebraic structure of RNNs and embeddings in NLP Sean A. Cantrell 43 2 0 07 Mar 2018
How to Start Training: The Effect of Initialization and Architecture Boris Hanin David Rolnick 113 256 0 05 Mar 2018
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun DRL 103 4,860 0 04 Mar 2018