Learning Dynamics of Linear Denoising Autoencoders

Learning Dynamics of Linear Denoising Autoencoders

14 June 2018

Papers citing "Learning Dynamics of Linear Denoising Autoencoders"

19 / 19 papers shown

Title
Understanding Representation Dynamics of Diffusion Models via Low-Dimensional Modeling Xiao Li Zekai Zhang Xiang Li Siyi Chen Zhihui Zhu Peng Wang Qing Qu DiffM 131 1 0 09 Feb 2025
Weakly Supervised Deep Learning Approach in Streaming Environments Mahardhika Pratama Andri Ashfahani Mohamad Abdul Hady 60 13 0 03 Nov 2019
Resurrecting the sigmoid in deep learning through dynamical isometry: theory and practice Jeffrey Pennington S. Schoenholz Surya Ganguli ODL 43 252 0 13 Nov 2017
High-dimensional dynamics of generalization error in neural networks Madhu S. Advani Andrew M. Saxe AI4CE 128 469 0 10 Oct 2017
Discovery of Visual Semantics by Unsupervised and Self-Supervised Representation Learning Gustav Larsson SSL VLM 33 5 0 19 Aug 2017
Geometry of Optimization and Implicit Regularization in Deep Learning Behnam Neyshabur Ryota Tomioka Ruslan Salakhutdinov Nathan Srebro AI4CE 63 133 0 08 May 2017
The loss surface of deep and wide neural networks Quynh N. Nguyen Matthias Hein ODL 135 284 0 26 Apr 2017
Sharp Minima Can Generalize For Deep Nets Laurent Dinh Razvan Pascanu Samy Bengio Yoshua Bengio ODL 110 771 0 15 Mar 2017
Exponentially vanishing sub-optimal local minima in multilayer neural networks Daniel Soudry Elad Hoffer 136 97 0 19 Feb 2017
A Random Matrix Approach to Neural Networks Cosme Louart Zhenyu Liao Romain Couillet 62 161 0 17 Feb 2017
Local minima in training of neural networks G. Swirszcz Wojciech M. Czarnecki Razvan Pascanu ODL 61 73 0 19 Nov 2016
Neural Machine Translation with Reconstruction Zhaopeng Tu Yang Liu Lifeng Shang Xiaohua Liu Hang Li 80 205 0 07 Nov 2016
Why does deep and cheap learning work so well? Henry W. Lin Max Tegmark David Rolnick 72 607 0 29 Aug 2016
Analyzing noise in autoencoders and deep networks Ben Poole Jascha Narain Sohl-Dickstein Surya Ganguli 73 108 0 06 Jun 2014
An Autoencoder Approach to Learning Bilingual Word Representations A. Chandar Stanislas Lauly Hugo Larochelle Mitesh M. Khapra Balaraman Ravindran V. Raykar Amrita Saha SSL 95 342 0 06 Feb 2014
Exact solutions to the nonlinear dynamics of learning in deep linear neural networks Andrew M. Saxe James L. McClelland Surya Ganguli ODL 162 1,844 0 20 Dec 2013
Dropout Training as Adaptive Regularization Stefan Wager Sida I. Wang Percy Liang 123 599 0 04 Jul 2013
Generalized Denoising Auto-Encoders as Generative Models Yoshua Bengio L. Yao Guillaume Alain Pascal Vincent 101 539 0 29 May 2013
What Regularized Auto-Encoders Learn from the Data Generating Distribution Guillaume Alain Yoshua Bengio OOD DRL 64 501 0 18 Nov 2012