The Numerics of GANs

The Numerics of GANs

30 May 2017

Sebastian Nowozin

Papers citing "The Numerics of GANs"

19 / 69 papers shown

Title
Self-Tuning Networks: Bilevel Optimization of Hyperparameters using Structured Best-Response Functions M. Mackay Paul Vicol Jonathan Lorraine D. Duvenaud Roger C. Grosse 27 164 0 07 Mar 2019
VPE: Variational Policy Embedding for Transfer Reinforcement Learning Isac Arnekvist Danica Kragic J. A. Stork OffRL 17 37 0 10 Sep 2018
Global Convergence to the Equilibrium of GANs using Variational Inequalities I. Gemp Sridhar Mahadevan 17 50 0 04 Aug 2018
On Catastrophic Forgetting and Mode Collapse in Generative Adversarial Networks Hoang Thanh-Tung T. Tran GAN 13 58 0 11 Jul 2018
New Losses for Generative Adversarial Learning Victor Berger Michèle Sebag GAN 14 0 0 03 Jul 2018
Collaborative Learning for Deep Neural Networks Guocong Song Wei Chai FedML 13 192 0 30 May 2018
Image Restoration by Estimating Frequency Distribution of Local Patches Jaeyoung Yoo S. Lee Nojun Kwak 23 57 0 23 May 2018
Local Saddle Point Optimization: A Curvature Exploitation Approach Leonard Adolphs Hadi Daneshmand Aurélien Lucchi Thomas Hofmann 15 107 0 15 May 2018
Quantitatively Evaluating GANs With Divergences Proposed for Training Daniel Jiwoong Im He Ma Graham W. Taylor K. Branson EGVM 19 69 0 02 Mar 2018
Interaction Matters: A Note on Non-asymptotic Local Convergence of Generative Adversarial Networks Tengyuan Liang J. Stokes 27 211 0 16 Feb 2018
The Mechanics of n-Player Differentiable Games David Balduzzi S. Racanière James Martens Jakob N. Foerster K. Tuyls T. Graepel MLT 16 273 0 15 Feb 2018
First Order Generative Adversarial Networks Calvin Seward Thomas Unterthiner Urs M. Bergmann Nikolay Jetchev Sepp Hochreiter GAN 35 8 0 13 Feb 2018
Which Training Methods for GANs do actually Converge? L. Mescheder Andreas Geiger Sebastian Nowozin 30 1,452 0 13 Jan 2018
Advances in Variational Inference Cheng Zhang Judith Butepage Hedvig Kjellström Stephan Mandt BDL 38 684 0 15 Nov 2017
Understanding GANs: the LQG Setting S. Feizi Changho Suh F. Xia David Tse 35 63 0 30 Oct 2017
Generative Adversarial Networks: An Overview Antonia Creswell Tom White Vincent Dumoulin Kai Arulkumaran B. Sengupta Anil A Bharath GAN 30 2,971 0 19 Oct 2017
PassGAN: A Deep Learning Approach for Password Guessing B. Hitaj Paolo Gasti G. Ateniese F. Pérez-Cruz GAN 25 246 0 01 Sep 2017
Gradient descent GAN optimization is locally stable Vaishnavh Nagarajan J. Zico Kolter GAN 29 348 0 13 Jun 2017
Conditional Image Synthesis With Auxiliary Classifier GANs Augustus Odena C. Olah Jonathon Shlens GAN 238 3,190 0 30 Oct 2016