Which Training Methods for GANs do actually Converge?

13 January 2018

Papers citing "Which Training Methods for GANs do actually Converge?"

40 / 240 papers shown

Title
Global Convergence and Variance-Reduced Optimization for a Class of Nonconvex-Nonconcave Minimax Problems Junchi Yang Negar Kiyavash Niao He 21 83 0 22 Feb 2020
GANs May Have No Nash Equilibria Farzan Farnia Asuman Ozdaglar GAN 20 43 0 21 Feb 2020
Pores for thought: The use of generative adversarial networks for the stochastic reconstruction of 3D multi-phase electrode microstructures with periodic boundaries Andrea Gayon-Lombardo L. Mosser N. Brandon S. J. Cooper AI4CE 17 119 0 17 Feb 2020
Smoothness and Stability in GANs Casey Chu Kentaro Minami Kenji Fukumizu GAN 18 56 0 11 Feb 2020
A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications Jie Gui Zhenan Sun Yonggang Wen Dacheng Tao Jieping Ye EGVM 26 817 0 20 Jan 2020
Accelerating Smooth Games by Manipulating Spectral Shapes Waïss Azizian Damien Scieur Ioannis Mitliagkas Simon Lacoste-Julien Gauthier Gidel 33 48 0 02 Jan 2020
Quantum Wasserstein Generative Adversarial Networks Shouvanik Chakrabarti Yiming Huang Tongyang Li S. Feizi Xiaodi Wu GNN GAN 19 83 0 31 Oct 2019
Adversarial Fisher Vectors for Unsupervised Representation Learning Shuangfei Zhai Walter A. Talbott Carlos Guestrin J. Susskind GAN 16 8 0 29 Oct 2019
Optimal Transport Based Generative Autoencoders Oliver Zhang Ruei-Sung Lin Yuchuan Gou GAN DRL 19 2 0 16 Oct 2019
Stabilizing Generative Adversarial Networks: A Survey Maciej Wiatrak Stefano V. Albrecht A. Nystrom GAN 22 83 0 30 Sep 2019
RGBD-GAN: Unsupervised 3D Representation Learning From Natural Image Datasets via RGBD Image Synthesis Atsuhiro Noguchi Tatsuya Harada GAN 24 30 0 27 Sep 2019
Interactive Sketch & Fill: Multiclass Sketch-to-Image Translation Arna Ghosh Richard Y. Zhang P. Dokania Oliver Wang Alexei A. Efros Philip H. S. Torr Eli Shechtman VLM DiffM 17 130 0 24 Sep 2019
Unsupervised Eyeglasses Removal in the Wild Bingwen Hu Zhedong Zheng Ping Liu Wankou Yang Mingwu Ren CVBM 17 36 0 16 Sep 2019
Spectral Regularization for Combating Mode Collapse in GANs Kanglin Liu Wenming Tang Fei Zhou Guoping Qiu GAN DRL 25 81 0 29 Aug 2019
Cross-Domain Car Detection Using Unsupervised Image-to-Image Translation: From Day to Night Vinicius F. Arruda T. M. Paixão Rodrigo Berriel Alberto F. de Souza C. Badue N. Sebe Thiago Oliveira-Santos ViT 15 103 0 19 Jul 2019
Quant GANs: Deep Generation of Financial Time Series Magnus Wiese R. Knobloch R. Korn Peter Kretschmer GAN AI4TS AIFin 14 273 0 15 Jul 2019
Fast and Provable ADMM for Learning with Generative Priors Fabian Latorre Gómez Armin Eftekhari V. Cevher GAN 22 43 0 07 Jul 2019
Twin Auxiliary Classifiers GAN Mingming Gong Yanwu Xu Chunyuan Li Kuncai Zhang Kayhan Batmanghelich 16 33 0 05 Jul 2019
A Neural Vocoder with Hierarchical Generation of Amplitude and Phase Spectra for Statistical Parametric Speech Synthesis Yang Ai Zhenhua Ling 11 29 0 23 Jun 2019
ODE Analysis of Stochastic Gradient Methods with Optimism and Anchoring for Minimax Problems Ernest K. Ryu Kun Yuan W. Yin 8 36 0 26 May 2019
Texture Fields: Learning Texture Representations in Function Space Michael Oechsle L. Mescheder Michael Niemeyer Thilo Strauss Andreas Geiger 3DH 3DV 25 296 0 17 May 2019
Differentiable Game Mechanics Alistair Letcher David Balduzzi S. Racanière James Martens Jakob N. Foerster K. Tuyls T. Graepel 29 79 0 13 May 2019
Towards Photographic Image Manipulation with Balanced Growing of Generative Autoencoders Ari Heljakka Arno Solin Juho Kannala DRL CVBM 27 15 0 12 Apr 2019
Active Domain Randomization Bhairav Mehta Manfred Diaz Florian Golemo C. Pal Liam Paull 13 256 0 09 Apr 2019
From Variational to Deterministic Autoencoders Partha Ghosh Mehdi S. M. Sajjadi Antonio Vergari Michael J. Black Bernhard Schölkopf DRL 17 269 0 29 Mar 2019
Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses Ananya Uppal Shashank Singh Barnabás Póczós 27 52 0 09 Feb 2019
Unsupervised Image Decomposition in Vector Layers Othman Sbai Camille Couprie Mathieu Aubry 33 8 0 13 Dec 2018
On the potential for open-endedness in neural networks N. Guttenberg N. Virgo A. Penn 13 10 0 12 Dec 2018
A Spectral Regularizer for Unsupervised Disentanglement Aditya A. Ramesh Youngduck Choi Yann LeCun DRL 13 42 0 04 Dec 2018
A domain agnostic measure for monitoring and evaluating GANs Paulina Grnarova Kfir Y. Levy Aurélien Lucchi Nathanael Perraudin Ian Goodfellow Thomas Hofmann Andreas Krause EGVM 11 8 0 13 Nov 2018
Generative Adversarial Speaker Embedding Networks for Domain Robust End-to-End Speaker Verification Gautam Bhattacharya A. Kannan Md. Jahangir Alam P. Kenny 16 60 0 07 Nov 2018
CariGAN: Caricature Generation through Weakly Paired Adversarial Learning Wenbin Li Wei Xiong Haofu Liao Jing Huo Yang Gao Jiebo Luo GAN 8 44 0 01 Nov 2018
LoGAN: Generating Logos with a Generative Adversarial Neural Network Conditioned on color Ajkel Mino Gerasimos Spanakis GAN VLM 19 27 0 23 Oct 2018
Global Convergence to the Equilibrium of GANs using Variational Inequalities I. Gemp Sridhar Mahadevan 14 50 0 04 Aug 2018
A Large-Scale Study on Regularization and Normalization in GANs Karol Kurach Mario Lucic Xiaohua Zhai Marcin Michalski Sylvain Gelly AI4CE 22 154 0 12 Jul 2018
On Catastrophic Forgetting and Mode Collapse in Generative Adversarial Networks Hoang Thanh-Tung T. Tran GAN 13 58 0 11 Jul 2018
Deformable Generator Networks: Unsupervised Disentanglement of Appearance and Geometry X. Xing Ruiqi Gao Tian Han Song-Chun Zhu Ying Nian Wu DRL 11 28 0 16 Jun 2018
MGGAN: Solving Mode Collapse using Manifold Guided Training Duhyeon Bang Hyunjung Shim GAN 22 77 0 12 Apr 2018
First Order Generative Adversarial Networks Calvin Seward Thomas Unterthiner Urs M. Bergmann Nikolay Jetchev Sepp Hochreiter GAN 35 8 0 13 Feb 2018
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 229 3,190 0 30 Oct 2016