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Regularizing RNNs by Stabilizing Activations

Regularizing RNNs by Stabilizing Activations

26 November 2015
David M. Krueger
Roland Memisevic
ArXivPDFHTML

Papers citing "Regularizing RNNs by Stabilizing Activations"

17 / 17 papers shown
Title
Oja's plasticity rule overcomes several challenges of training neural networks under biological constraints
Oja's plasticity rule overcomes several challenges of training neural networks under biological constraints
Navid Shervani-Tabar
Marzieh Alireza Mirhoseini
Robert Rosenbaum
AAML
AI4CE
45
0
0
15 Aug 2024
Sparsely Changing Latent States for Prediction and Planning in Partially
  Observable Domains
Sparsely Changing Latent States for Prediction and Planning in Partially Observable Domains
Christian Gumbsch
Martin Volker Butz
Georg Martius
AI4CE
26
21
0
29 Oct 2021
Recurrent Neural Network from Adder's Perspective: Carry-lookahead RNN
Recurrent Neural Network from Adder's Perspective: Carry-lookahead RNN
Haowei Jiang
Fei-wei Qin
Jin Cao
Yong Peng
Yanli Shao
LRM
ODL
16
42
0
22 Jun 2021
Fast ES-RNN: A GPU Implementation of the ES-RNN Algorithm
Fast ES-RNN: A GPU Implementation of the ES-RNN Algorithm
A. Redd
Kaung Khin
Aldo Marini
AI4TS
18
12
0
07 Jul 2019
Data-dependent Sample Complexity of Deep Neural Networks via Lipschitz
  Augmentation
Data-dependent Sample Complexity of Deep Neural Networks via Lipschitz Augmentation
Colin Wei
Tengyu Ma
25
109
0
09 May 2019
An Empirical Evaluation of Generic Convolutional and Recurrent Networks
  for Sequence Modeling
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling
Shaojie Bai
J. Zico Kolter
V. Koltun
DRL
42
4,724
0
04 Mar 2018
Recent Advances in Recurrent Neural Networks
Recent Advances in Recurrent Neural Networks
Hojjat Salehinejad
Sharan Sankar
Joseph Barfett
E. Colak
S. Valaee
AI4TS
30
574
0
29 Dec 2017
Neural Language Modeling by Jointly Learning Syntax and Lexicon
Neural Language Modeling by Jointly Learning Syntax and Lexicon
Songlin Yang
Zhouhan Lin
Chin-Wei Huang
Aaron Courville
40
178
0
02 Nov 2017
Revisiting Activation Regularization for Language RNNs
Revisiting Activation Regularization for Language RNNs
Stephen Merity
Bryan McCann
R. Socher
33
44
0
03 Aug 2017
On orthogonality and learning recurrent networks with long term
  dependencies
On orthogonality and learning recurrent networks with long term dependencies
Eugene Vorontsov
C. Trabelsi
Samuel Kadoury
C. Pal
ODL
36
238
0
31 Jan 2017
Hierarchical Multiscale Recurrent Neural Networks
Hierarchical Multiscale Recurrent Neural Networks
Junyoung Chung
Sungjin Ahn
Yoshua Bengio
BDL
40
534
0
06 Sep 2016
Faster Training of Very Deep Networks Via p-Norm Gates
Faster Training of Very Deep Networks Via p-Norm Gates
Trang Pham
T. Tran
Dinh Q. Phung
Svetha Venkatesh
AI4CE
27
19
0
11 Aug 2016
Learning Unitary Operators with Help From u(n)
Learning Unitary Operators with Help From u(n)
Stephanie L. Hyland
Gunnar Rätsch
97
41
0
17 Jul 2016
On Multiplicative Integration with Recurrent Neural Networks
On Multiplicative Integration with Recurrent Neural Networks
Yuhuai Wu
Saizheng Zhang
Wenjie Qu
Yoshua Bengio
Ruslan Salakhutdinov
34
154
0
21 Jun 2016
Path-Normalized Optimization of Recurrent Neural Networks with ReLU
  Activations
Path-Normalized Optimization of Recurrent Neural Networks with ReLU Activations
Behnam Neyshabur
Yuhuai Wu
Ruslan Salakhutdinov
Nathan Srebro
AI4CE
ODL
22
30
0
23 May 2016
Recurrent Batch Normalization
Recurrent Batch Normalization
Tim Cooijmans
Nicolas Ballas
César Laurent
Çağlar Gülçehre
Aaron Courville
ODL
19
410
0
30 Mar 2016
Recurrent Orthogonal Networks and Long-Memory Tasks
Recurrent Orthogonal Networks and Long-Memory Tasks
Mikael Henaff
Arthur Szlam
Yann LeCun
14
130
0
22 Feb 2016
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