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Generalization and Equilibrium in Generative Adversarial Nets (GANs)

2 March 2017

Papers citing "Generalization and Equilibrium in Generative Adversarial Nets (GANs)"

46 / 246 papers shown

Title
Generative networks as inverse problems with Scattering transforms Tomás Angles S. Mallat GAN 67 31 0 17 May 2018
Improving GAN Training via Binarized Representation Entropy (BRE) Regularization Yanshuai Cao G. Ding Kry Yik-Chau Lui Ruitong Huang GAN 65 19 0 09 May 2018
Adversarial Training of Variational Auto-encoders for High Fidelity Image Generation Salman H. Khan Munawar Hayat Nick Barnes GAN DRL 58 21 0 27 Apr 2018
Fictitious GAN: Training GANs with Historical Models Hao Ge Yin Xia Xu Chen R. Berry Ying Nian Wu AI4CE GAN 110 29 0 23 Mar 2018
An Improved Evaluation Framework for Generative Adversarial Networks Shaohui Liu Yi Wei Jiwen Lu Jie Zhou EGVM 59 49 0 20 Mar 2018
Constrained Deep Learning using Conditional Gradient and Applications in Computer Vision Sathya Ravi Tuan Dinh Vishnu Suresh Lokhande Vikas Singh AI4CE 71 22 0 17 Mar 2018
Quantitatively Evaluating GANs With Divergences Proposed for Training Daniel Jiwoong Im He Ma Graham W. Taylor K. Branson EGVM 85 70 0 02 Mar 2018
Evolutionary Generative Adversarial Networks Chaoyue Wang Chang Xu Xin Yao Dacheng Tao GAN 172 284 0 01 Mar 2018
Exploiting the Potential of Standard Convolutional Autoencoders for Image Restoration by Evolutionary Search Masanori Suganuma Mete Ozay Takayuki Okatani 140 87 0 01 Mar 2018
A Variational Inequality Perspective on Generative Adversarial Networks Gauthier Gidel Hugo Berard Gaëtan Vignoud Pascal Vincent Simon Lacoste-Julien GAN 172 354 0 28 Feb 2018
Is Generator Conditioning Causally Related to GAN Performance? Augustus Odena Jacob Buckman Catherine Olsson Tom B. Brown C. Olah Colin Raffel Ian Goodfellow AI4CE 91 113 0 23 Feb 2018
Training Generative Adversarial Networks via Primal-Dual Subgradient Methods: A Lagrangian Perspective on GAN Xu Chen Jiang Wang Hao Ge GAN 85 14 0 06 Feb 2018
Demystifying MMD GANs Mikolaj Binkowski Danica J. Sutherland Michael Arbel Arthur Gretton EGVM 299 1,507 0 04 Jan 2018
On Connecting Stochastic Gradient MCMC and Differential Privacy Bai Li Changyou Chen Hao Liu Lawrence Carin 76 38 0 25 Dec 2017
How Well Can Generative Adversarial Networks Learn Densities: A Nonparametric View Tengyuan Liang GAN 75 38 0 21 Dec 2017
Geometrical Insights for Implicit Generative Modeling Léon Bottou Martín Arjovsky David Lopez-Paz Maxime Oquab 75 50 0 21 Dec 2017
PacGAN: The power of two samples in generative adversarial networks Zinan Lin A. Khetan Giulia Fanti Sewoong Oh GAN 134 335 0 12 Dec 2017
GANGs: Generative Adversarial Network Games F. Oliehoek Rahul Savani Jose Gallego-Posada Elise van der Pol E. Jong R. Groß GAN 115 28 0 02 Dec 2017
Are GANs Created Equal? A Large-Scale Study Mario Lucic Karol Kurach Marcin Michalski Sylvain Gelly Olivier Bousquet EGVM 192 1,015 0 28 Nov 2017
Discriminative Region Proposal Adversarial Networks for High-Quality Image-to-Image Translation Chao Wang Haiyong Zheng Zhibin Yu Ziqiang Zheng Zhaorui Gu Bing Zheng SSeg GAN 79 57 0 27 Nov 2017
Training Confidence-calibrated Classifiers for Detecting Out-of-Distribution Samples Kimin Lee Honglak Lee Kibok Lee Jinwoo Shin OODD 178 886 0 26 Nov 2017
How Generative Adversarial Networks and Their Variants Work: An Overview Yongjun Hong Uiwon Hwang Jaeyoon Yoo Sungroh Yoon GAN 137 159 0 16 Nov 2017
Adversarial Symmetric Variational Autoencoder Yunchen Pu Weiyao Wang Ricardo Henao Liqun Chen Zhe Gan Chunyuan Li Lawrence Carin DRL GAN 109 78 0 14 Nov 2017
On the Discrimination-Generalization Tradeoff in GANs Pengchuan Zhang Qiang Liu Dengyong Zhou Tao Xu Xiaodong He 71 104 0 07 Nov 2017
Understanding GANs: the LQG Setting Soheil Feizi Changho Suh F. Xia David Tse 143 63 0 30 Oct 2017
Generative Adversarial Networks: An Overview Antonia Creswell Tom White Vincent Dumoulin Kai Arulkumaran B. Sengupta Anil A Bharath GAN 201 3,084 0 19 Oct 2017
Dual Discriminator Generative Adversarial Nets T. Nguyen Trung Le H. Vu Dinh Q. Phung GAN 79 312 0 12 Sep 2017
Symmetric Variational Autoencoder and Connections to Adversarial Learning Liqun Chen Shuyang Dai Yunchen Pu Chunyuan Li Weiyao Wang Lawrence Carin DRL GAN 118 71 0 06 Sep 2017
Towards the Automatic Anime Characters Creation with Generative Adversarial Networks Yanghua Jin Jiakai Zhang Minjun Li Yingtao Tian Huachun Zhu Zhihao Fang GAN CVBM 82 188 0 18 Aug 2017
Multi-Generator Generative Adversarial Nets Q. Hoang T. Nguyen Trung Le Dinh Q. Phung GAN 116 65 0 08 Aug 2017
f-GANs in an Information Geometric Nutshell Richard Nock Zac Cranko A. Menon Zhuang Li Robert C. Williamson 92 27 0 14 Jul 2017
Adversarial Image Alignment and Interpolation Viren Jain MedIm 57 9 0 30 Jun 2017
On the Limitations of First-Order Approximation in GAN Dynamics Jerry Li Aleksander Madry John Peebles Ludwig Schmidt 90 55 0 29 Jun 2017
GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium M. Heusel Hubert Ramsauer Thomas Unterthiner Bernhard Nessler Sepp Hochreiter 122 466 0 26 Jun 2017
Do GANs actually learn the distribution? An empirical study Sanjeev Arora Yi Zhang 87 192 0 26 Jun 2017
Gradient descent GAN optimization is locally stable Vaishnavh Nagarajan J. Zico Kolter GAN 127 348 0 13 Jun 2017
An Online Learning Approach to Generative Adversarial Networks Paulina Grnarova Kfir Y. Levy Aurelien Lucchi Thomas Hofmann Andreas Krause GAN 85 90 0 10 Jun 2017
On Unifying Deep Generative Models Zhiting Hu Zichao Yang Ruslan Salakhutdinov Eric Xing DRL GAN 143 127 0 02 Jun 2017
The Numerics of GANs L. Mescheder Sebastian Nowozin Andreas Geiger GAN 123 457 0 30 May 2017
Approximation and Convergence Properties of Generative Adversarial Learning Shuang Liu Olivier Bousquet Kamalika Chaudhuri 70 137 0 24 May 2017
MMD GAN: Towards Deeper Understanding of Moment Matching Network Chun-Liang Li Wei-Cheng Chang Yu Cheng Yiming Yang Barnabás Póczós GAN 81 726 0 24 May 2017
MAGAN: Margin Adaptation for Generative Adversarial Networks Ruohan Wang Antoine Cully H. Chang Y. Demiris GAN 77 64 0 12 Apr 2017
Multi-Agent Diverse Generative Adversarial Networks Arna Ghosh Viveka Kulharia Vinay P. Namboodiri Philip Torr P. Dokania GAN 125 307 0 10 Apr 2017
BEGAN: Boundary Equilibrium Generative Adversarial Networks David Berthelot Tom Schumm Luke Metz GAN 129 1,157 0 31 Mar 2017
Improving Neural Machine Translation with Conditional Sequence Generative Adversarial Nets Zhen-Le Yang Wei Chen Feng Wang Bo Xu GAN AI4CE 102 170 0 15 Mar 2017
Loss-Sensitive Generative Adversarial Networks on Lipschitz Densities Guo-Jun Qi GAN 173 352 0 23 Jan 2017