Gradient descent GAN optimization is locally stable

13 June 2017

J. Zico Kolter

Papers citing "Gradient descent GAN optimization is locally stable"

50 / 183 papers shown

Title
Amplifying The Uncanny Terence Broad F. Leymarie M. Grierson 13 14 0 17 Feb 2020
Smoothness and Stability in GANs Casey Chu Kentaro Minami Kenji Fukumizu GAN 16 56 0 11 Feb 2020
Adversarial Code Learning for Image Generation Jiangbo Yuan Bing Wu Wanying Ding Q. Ping Zhendong Yu GAN 18 0 0 30 Jan 2020
Alleviation of Gradient Exploding in GANs: Fake Can Be Real Song Tao Jia Wang GAN 13 18 0 28 Dec 2019
Towards Better Understanding of Adaptive Gradient Algorithms in Generative Adversarial Nets Mingrui Liu Youssef Mroueh Jerret Ross Wei Zhang Xiaodong Cui Payel Das Tianbao Yang ODL 27 63 0 26 Dec 2019
Lower Dimensional Kernels for Video Discriminators Emmanuel Kahembwe S. Ramamoorthy 8 49 0 18 Dec 2019
MMGAN: Generative Adversarial Networks for Multi-Modal Distributions T. Pandeva Matthias Schubert GAN 9 18 0 15 Nov 2019
A Decentralized Proximal Point-type Method for Saddle Point Problems Weijie Liu Aryan Mokhtari Asuman Ozdaglar S. Pattathil Zebang Shen Nenggan Zheng 57 30 0 31 Oct 2019
Investigating Under and Overfitting in Wasserstein Generative Adversarial Networks Ben Adlam Charles Weill Amol Kapoor 8 17 0 30 Oct 2019
Small-GAN: Speeding Up GAN Training Using Core-sets Samarth Sinha Hang Zhang Anirudh Goyal Yoshua Bengio Hugo Larochelle Augustus Odena GAN 17 71 0 29 Oct 2019
On the Global Optima of Kernelized Adversarial Representation Learning Bashir Sadeghi Runyi Yu Vishnu Naresh Boddeti AAML 59 31 0 16 Oct 2019
SGD Learns One-Layer Networks in WGANs Qi Lei J. Lee A. Dimakis C. Daskalakis GAN 11 35 0 15 Oct 2019
Understanding and Stabilizing GANs' Training Dynamics with Control Theory Kun Xu Chongxuan Li Jun Zhu Bo Zhang GAN 41 10 0 29 Sep 2019
Bridging Explicit and Implicit Deep Generative Models via Neural Stein Estimators Qitian Wu Rui Gao H. Zha GAN 6 5 0 28 Sep 2019
On the Anomalous Generalization of GANs Jinchen Xuan Yunchang Yang Ze Yang Di He Liwei Wang 17 3 0 27 Sep 2019
Unsupervised Domain Adaptation through Self-Supervision Yu Sun Eric Tzeng Trevor Darrell Alexei A. Efros OOD SSL 17 236 0 26 Sep 2019
Convergence of Gradient Methods on Bilinear Zero-Sum Games Guojun Zhang Yaoliang Yu 9 37 0 15 Aug 2019
Adversarial Computation of Optimal Transport Maps Jacob Leygonie Jennifer She Amjad Almahairi Sai Rajeswar Aaron Courville GAN OT 8 21 0 24 Jun 2019
A Tight and Unified Analysis of Gradient-Based Methods for a Whole Spectrum of Games Waïss Azizian Ioannis Mitliagkas Simon Lacoste-Julien Gauthier Gidel 10 24 0 13 Jun 2019
A Closer Look at the Optimization Landscapes of Generative Adversarial Networks Hugo Berard Gauthier Gidel Amjad Almahairi Pascal Vincent Simon Lacoste-Julien GAN 20 64 0 11 Jun 2019
Encoding Invariances in Deep Generative Models Viraj Shah Ameya Joshi Sambuddha Ghosal B. Pokuri S. Sarkar Baskar Ganapathysubramanian C. Hegde PINN GAN 11 30 0 04 Jun 2019
Convergence of Learning Dynamics in Stackelberg Games Tanner Fiez Benjamin J. Chasnov Lillian J. Ratliff 6 92 0 04 Jun 2019
Policy Optimization Provably Converges to Nash Equilibria in Zero-Sum Linear Quadratic Games K. Zhang Zhuoran Yang Tamer Basar 13 125 0 31 May 2019
Strategic Prediction with Latent Aggregative Games Vikas K. Garg Tommi Jaakkola 9 0 0 29 May 2019
Scaleable input gradient regularization for adversarial robustness Chris Finlay Adam M. Oberman AAML 8 77 0 27 May 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
Game Theoretic Optimization via Gradient-based Nikaido-Isoda Function A. Raghunathan A. Cherian Devesh K. Jha 10 21 0 15 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
Mitigating Information Leakage in Image Representations: A Maximum Entropy Approach P. Roy Vishnu Naresh Boddeti 9 99 0 11 Apr 2019
Interaction-aware Multi-agent Tracking and Probabilistic Behavior Prediction via Adversarial Learning Jiachen Li Hengbo Ma M. Tomizuka 14 56 0 04 Apr 2019
Machine Learning Solutions for High Energy Physics: Applications to Electromagnetic Shower Generation, Flavor Tagging, and the Search for di-Higgs Production Michela Paganini 11 1 0 12 Mar 2019
Improving Generalization and Stability of Generative Adversarial Networks Hoang Thanh-Tung T. Tran Svetha Venkatesh GAN AI4CE 11 16 0 11 Feb 2019
Nonparametric Density Estimation & Convergence Rates for GANs under Besov IPM Losses Ananya Uppal Shashank Singh Barnabás Póczós 25 52 0 09 Feb 2019
What is Local Optimality in Nonconvex-Nonconcave Minimax Optimization? Chi Jin Praneeth Netrapalli Michael I. Jordan 8 82 0 02 Feb 2019
Kernel-Guided Training of Implicit Generative Models with Stability Guarantees Arash Mehrjou Wittawat Jitkrittum Krikamol Muandet Bernhard Schölkopf GAN 11 4 0 26 Jan 2019
On Finding Local Nash Equilibria (and Only Local Nash Equilibria) in Zero-Sum Games Eric V. Mazumdar Michael I. Jordan S. Shankar Sastry 19 121 0 03 Jan 2019
On Computation and Generalization of GANs with Spectrum Control Haoming Jiang Zhehui Chen Minshuo Chen Feng Liu Dingding Wang T. Zhao 6 6 0 28 Dec 2018
Improving MMD-GAN Training with Repulsive Loss Function Wei Wang Yuan Sun Saman K. Halgamuge GAN 9 79 0 24 Dec 2018
Generative Adversarial Network Training is a Continual Learning Problem Kevin J Liang Chunyuan Li Guoyin Wang Lawrence Carin GAN 11 50 0 27 Nov 2018
MR-GAN: Manifold Regularized Generative Adversarial Networks Qunwei Li B. Kailkhura Rushil Anirudh Yi Zhou Yingbin Liang P. Varshney AI4CE GAN 11 8 0 22 Nov 2018
Stable Opponent Shaping in Differentiable Games Alistair Letcher Jakob N. Foerster David Balduzzi Tim Rocktaschel Shimon Whiteson 10 110 0 20 Nov 2018
Improving GAN with neighbors embedding and gradient matching Ngoc-Trung Tran Tuan-Anh Bui Ngai-man Cheung GAN 19 16 0 04 Nov 2018
A Convex Duality Framework for GANs Farzan Farnia David Tse GAN 14 63 0 28 Oct 2018
Local Stability and Performance of Simple Gradient Penalty mu-Wasserstein GAN Cheolhyeong Kim Seungtae Park H. Hwang 9 1 0 05 Oct 2018
The Inductive Bias of Restricted f-GANs Shuang Liu Kamalika Chaudhuri GAN 17 18 0 12 Sep 2018
Global Convergence to the Equilibrium of GANs using Variational Inequalities I. Gemp Sridhar Mahadevan 14 50 0 04 Aug 2018
Negative Momentum for Improved Game Dynamics Gauthier Gidel Reyhane Askari Hemmat Mohammad Pezeshki Rémi Le Priol Gabriel Huang Simon Lacoste-Julien Ioannis Mitliagkas AI4CE 14 178 0 12 Jul 2018
On Catastrophic Forgetting and Mode Collapse in Generative Adversarial Networks Hoang Thanh-Tung T. Tran GAN 11 58 0 11 Jul 2018
The Limit Points of (Optimistic) Gradient Descent in Min-Max Optimization C. Daskalakis Ioannis Panageas 6 253 0 11 Jul 2018
Towards a Better Understanding and Regularization of GAN Training Dynamics Weili Nie Ankit B. Patel GAN AI4CE 11 4 0 24 Jun 2018