Divergence Frontiers for Generative Models: Sample Complexity,
Quantization Effects, and Frontier Integrals

Divergence Frontiers for Generative Models: Sample Complexity, Quantization Effects, and Frontier Integrals

15 June 2021

Krishna Pillutla

Yejin Choi

Zaïd Harchaoui

Papers citing "Divergence Frontiers for Generative Models: Sample Complexity, Quantization Effects, and Frontier Integrals"

13 / 13 papers shown

Title
Remasking Discrete Diffusion Models with Inference-Time Scaling Guanghan Wang Yair Schiff Subham Sekhar Sahoo Volodymyr Kuleshov DiffM 102 9 0 01 Mar 2025
CorrSynth -- A Correlated Sampling Method for Diverse Dataset Generation from LLMs Suhas S Kowshik Abhishek Divekar Vijit Malik SyDa 91 0 0 13 Nov 2024
$Non-Asymptotic Performance Guarantees for Neural Estimation of $\mathsf{f}$-Divergences$ Non-Asymptotic Performance Guarantees for Neural Estimation of $\mathsf{f}$ -Divergences Sreejith Sreekumar Zhengxin Zhang Ziv Goldfeld FedML 44 17 0 11 Mar 2021
Training Generative Adversarial Networks with Limited Data Tero Karras M. Aittala Janne Hellsten S. Laine J. Lehtinen Timo Aila GAN 116 1,869 0 11 Jun 2020
Jukebox: A Generative Model for Music Prafulla Dhariwal Heewoo Jun Christine Payne Jong Wook Kim Alec Radford Ilya Sutskever VLM 89 731 0 30 Apr 2020
Defending Against Neural Fake News Rowan Zellers Ari Holtzman Hannah Rashkin Yonatan Bisk Ali Farhadi Franziska Roesner Yejin Choi AAML 94 1,012 0 29 May 2019
Improved Precision and Recall Metric for Assessing Generative Models Tuomas Kynkaanniemi Tero Karras S. Laine J. Lehtinen Timo Aila EGVM 75 844 0 15 Apr 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 502 10,466 0 12 Dec 2018
Glow: Generative Flow with Invertible 1x1 Convolutions Diederik P. Kingma Prafulla Dhariwal BDL DRL 208 3,110 0 09 Jul 2018
Assessing Generative Models via Precision and Recall Mehdi S. M. Sajjadi Olivier Bachem Mario Lucic Olivier Bousquet Sylvain Gelly EGVM 66 569 0 31 May 2018
Least Squares Generative Adversarial Networks Xudong Mao Qing Li Haoran Xie Raymond Y. K. Lau Zhen Wang Stephen Paul Smolley GAN 251 4,554 0 13 Nov 2016
Revisiting Classifier Two-Sample Tests David Lopez-Paz Maxime Oquab 95 397 0 20 Oct 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 366 8,999 0 10 Jun 2016