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How Well Generative Adversarial Networks Learn Distributions

7 November 2018

Papers citing "How Well Generative Adversarial Networks Learn Distributions"

31 / 31 papers shown

Title
Nested Annealed Training Scheme for Generative Adversarial Networks Chang Wan Ming-Hsuan Yang Minglu Li Yunliang Jiang Zhonglong Zheng GAN 124 0 0 20 Jan 2025
Theoretical Insights into CycleGAN: Analyzing Approximation and Estimation Errors in Unpaired Data Generation Luwei Sun Dongrui Shen Han Feng 114 3 0 16 Jul 2024
Causality Pursuit from Heterogeneous Environments via Neural Adversarial Invariance Learning Yihong Gu Cong Fang Peter Bühlmann Jianqing Fan OOD CML 301 2 0 07 May 2024
Statistical Guarantees of Group-Invariant GANs Ziyu Chen Markos A. Katsoulakis Luc Rey-Bellet Wei-wei Zhu 219 2 0 22 May 2023
Utility Theory of Synthetic Data Generation Shi Xu W. Sun Guang Cheng 172 5 0 17 May 2023
Estimating Certain Integral Probability Metric (IPM) is as Hard as Estimating under the IPM Tengyuan Liang 55 15 0 02 Nov 2019
SGD Learns One-Layer Networks in WGANs Qi Lei Jason D. Lee A. Dimakis C. Daskalakis GAN 68 35 0 15 Oct 2019
Reproducing kernel Hilbert spaces on manifolds: Sobolev and Diffusion spaces Ernesto De Vito Nicole Mücke Lorenzo Rosasco 45 27 0 27 May 2019
Deep Neural Networks for Estimation and Inference M. Farrell Tengyuan Liang S. Misra BDL 186 255 0 26 Sep 2018
The Inductive Bias of Restricted f-GANs Shuang Liu Kamalika Chaudhuri GAN 49 18 0 12 Sep 2018
Approximability of Discriminators Implies Diversity in GANs Yu Bai Tengyu Ma Andrej Risteski 78 74 0 27 Jun 2018
On gradient regularizers for MMD GANs Michael Arbel Danica J. Sutherland Mikolaj Binkowski Arthur Gretton 66 95 0 29 May 2018
Nonparametric Density Estimation under Adversarial Losses Shashank Singh Ananya Uppal Boyue Li Chun-Liang Li Manzil Zaheer Barnabás Póczós GAN 91 57 0 22 May 2018
Interaction Matters: A Note on Non-asymptotic Local Convergence of Generative Adversarial Networks Tengyuan Liang J. Stokes 127 212 0 16 Feb 2018
Which Training Methods for GANs do actually Converge? L. Mescheder Andreas Geiger Sebastian Nowozin 91 1,468 0 13 Jan 2018
How Well Can Generative Adversarial Networks Learn Densities: A Nonparametric View Tengyuan Liang GAN 62 38 0 21 Dec 2017
Are GANs Created Equal? A Large-Scale Study Mario Lucic Karol Kurach Marcin Michalski Sylvain Gelly Olivier Bousquet EGVM 122 1,013 0 28 Nov 2017
Sobolev GAN Youssef Mroueh Chun-Liang Li Tom Sercu Anant Raj Yu Cheng 62 117 0 14 Nov 2017
Training GANs with Optimism C. Daskalakis Andrew Ilyas Vasilis Syrgkanis Haoyang Zeng 187 519 0 31 Oct 2017
Do GANs actually learn the distribution? An empirical study Sanjeev Arora Yi Zhang 73 192 0 26 Jun 2017
The Numerics of GANs L. Mescheder Sebastian Nowozin Andreas Geiger GAN 103 456 0 30 May 2017
Approximation and Convergence Properties of Generative Adversarial Learning Shuang Liu Olivier Bousquet Kamalika Chaudhuri 67 137 0 24 May 2017
Generalization and Equilibrium in Generative Adversarial Nets (GANs) Sanjeev Arora Rong Ge Yingyu Liang Tengyu Ma Yi Zhang GAN 60 690 0 02 Mar 2017
Wasserstein GAN Martín Arjovsky Soumith Chintala Léon Bottou GAN 189 4,834 0 26 Jan 2017
Towards Principled Methods for Training Generative Adversarial Networks Martín Arjovsky M. Nault GAN 85 2,112 0 17 Jan 2017
Amortised MAP Inference for Image Super-resolution C. Sønderby Jose Caballero Lucas Theis Wenzhe Shi Ferenc Huszár 101 435 0 14 Oct 2016
Error bounds for approximations with deep ReLU networks Dmitry Yarotsky 207 1,236 0 03 Oct 2016
Training generative neural networks via Maximum Mean Discrepancy optimization Gintare Karolina Dziugaite Daniel M. Roy Zoubin Ghahramani GAN 93 530 0 14 May 2015
Generative Moment Matching Networks Yujia Li Kevin Swersky R. Zemel OOD GAN 124 847 0 10 Feb 2015
Law of Log Determinant of Sample Covariance Matrix and Optimal Estimation of Differential Entropy for High-Dimensional Gaussian Distributions T. Tony Cai Tengyuan Liang Harrison H. Zhou 97 70 0 02 Sep 2013
Learning Probability Measures with respect to Optimal Transport Metrics Guillermo D. Cañas Lorenzo Rosasco OT 110 102 0 05 Sep 2012