A Neural Tangent Kernel Perspective of GANs

A Neural Tangent Kernel Perspective of GANs

10 June 2021

Jean-Yves Franceschi

Emmanuel de Bézenac

Sylvain Lamprier

Patrick Gallinari

Papers citing "A Neural Tangent Kernel Perspective of GANs"

18 / 18 papers shown

Title
Peer-to-Peer Learning Dynamics of Wide Neural Networks Shreyas Chaudhari Srinivasa Pranav Emile Anand José M. F. Moura 39 3 0 23 Sep 2024
On the Convergence Analysis of Over-Parameterized Variational Autoencoders: A Neural Tangent Kernel Perspective Li Wang Wei Huang DRL 21 0 0 09 Sep 2024
Equivariant Neural Tangent Kernels Philipp Misof Pan Kessel Jan E. Gerken 64 0 0 10 Jun 2024
Emergent Equivariance in Deep Ensembles Jan E. Gerken Pan Kessel UQCV MDE 38 6 0 05 Mar 2024
A Theory of Unsupervised Speech Recognition Liming Wang M. Hasegawa-Johnson Chang D. Yoo SSL 30 2 0 09 Jun 2023
GANs Settle Scores! Siddarth Asokan Nishanth Shetty Aadithya Srikanth C. Seelamantula 42 0 0 02 Jun 2023
Data Interpolants -- That's What Discriminators in Higher-order Gradient-regularized GANs Are Siddarth Asokan C. Seelamantula 32 4 0 01 Jun 2023
Unifying GANs and Score-Based Diffusion as Generative Particle Models Jean-Yves Franceschi Mike Gartrell Ludovic Dos Santos Thibaut Issenhuth Emmanuel de Bezenac Mickaël Chen A. Rakotomamonjy DiffM 18 21 0 25 May 2023
Controlled Descent Training Viktor Andersson B. Varga Vincent Szolnoky Andreas Syrén Rebecka Jörnsten Balázs Kulcsár 43 1 0 16 Mar 2023
Differentially Private Neural Tangent Kernels for Privacy-Preserving Data Generation Yilin Yang Kamil Adamczewski Danica J. Sutherland Xiaoxiao Li Mijung Park 33 14 0 03 Mar 2023
MonoFlow: Rethinking Divergence GANs via the Perspective of Wasserstein Gradient Flows Mingxuan Yi Zhanxing Zhu Song Liu GAN 29 13 0 02 Feb 2023
Effective Dynamics of Generative Adversarial Networks S. Durr Youssef Mroueh Yuhai Tu Shenshen Wang GAN 33 4 0 08 Dec 2022
Instability and Local Minima in GAN Training with Kernel Discriminators Evan Becker Parthe Pandit S. Rangan A. Fletcher GAN 40 8 0 21 Aug 2022
A Fast, Well-Founded Approximation to the Empirical Neural Tangent Kernel Mohamad Amin Mohamadi Wonho Bae Danica J. Sutherland AAML 29 27 0 25 Jun 2022
Fast Finite Width Neural Tangent Kernel Roman Novak Jascha Narain Sohl-Dickstein S. Schoenholz AAML 22 53 0 17 Jun 2022
Single-level Adversarial Data Synthesis based on Neural Tangent Kernels Yu-Rong Zhang Ruei-Yang Su Sheng-Yen Chou Shan Wu GAN 15 2 0 08 Apr 2022
There is a Singularity in the Loss Landscape M. Lowell 16 0 0 12 Jan 2022
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 285 10,354 0 12 Dec 2018