Measuring Fairness in Generative Models

16 July 2021

Papers citing "Measuring Fairness in Generative Models"

22 / 22 papers shown

Title
Improving Fairness in LLMs Through Testing-Time Adversaries Isabela Pereira Gregio Ian Pons Anna Helena Reali Costa Artur Jordao AAML 70 0 0 17 May 2025
On the Fairness, Diversity and Reliability of Text-to-Image Generative Models Jordan Vice Naveed Akhtar Leonid Sigal Richard Hartley Ajmal Mian EGVM 110 0 0 21 Nov 2024
AI-Face: A Million-Scale Demographically Annotated AI-Generated Face Dataset and Fairness Benchmark Li Lin Santosh Xin Eric Wang Shu Hu Shu Hu EGVM 120 12 0 02 Jun 2024
Generative Adversarial Networks Gilad Cohen Raja Giryes GAN 257 30,123 0 01 Mar 2022
A Closer Look at Fourier Spectrum Discrepancies for CNN-generated Images Detection Keshigeyan Chandrasegaran Ngoc-Trung Tran Ngai-Man Cheung 50 83 0 31 Mar 2021
Improving the Fairness of Deep Generative Models without Retraining Shuhan Tan Yujun Shen Bolei Zhou 211 59 0 09 Dec 2020
Fairness in Machine Learning: A Survey Simon Caton C. Haas FaML 90 635 0 04 Oct 2020
Self-supervised GAN: Analysis and Improvement with Multi-class Minimax Game Ngoc-Trung Tran Viet-Hung Tran Ngoc-Bao Nguyen Linxiao Yang Ngai-Man Cheung SSL GAN 42 61 0 16 Nov 2019
Fair Generative Modeling via Weak Supervision Kristy Choi Aditya Grover Trisha Singh Rui Shu Stefano Ermon 94 135 0 26 Oct 2019
Bias Correction of Learned Generative Models using Likelihood-Free Importance Weighting Aditya Grover Jiaming Song Alekh Agarwal Kenneth Tran Ashish Kapoor Eric Horvitz Stefano Ermon 53 124 0 23 Jun 2019
A Style-Based Generator Architecture for Generative Adversarial Networks Tero Karras S. Laine Timo Aila 547 10,551 0 12 Dec 2018
Large Scale GAN Training for High Fidelity Natural Image Synthesis Andrew Brock Jeff Donahue Karen Simonyan 249 5,391 0 28 Sep 2018
FairGAN: Fairness-aware Generative Adversarial Networks Depeng Xu Shuhan Yuan Lu Zhang Xintao Wu GAN 100 314 0 28 May 2018
Dist-GAN: An Improved GAN using Distance Constraints Ngoc-Trung Tran Tuan-Anh Bui Ngai-Man Cheung DRL GAN 136 91 0 23 Mar 2018
Improved Training of Wasserstein GANs Ishaan Gulrajani Faruk Ahmed Martín Arjovsky Vincent Dumoulin Aaron Courville GAN 197 9,545 0 31 Mar 2017
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 93 1,003 0 07 Nov 2016
Equality of Opportunity in Supervised Learning Moritz Hardt Eric Price Nathan Srebro FaML 220 4,305 0 07 Oct 2016
Improved Techniques for Training GANs Tim Salimans Ian Goodfellow Wojciech Zaremba Vicki Cheung Alec Radford Xi Chen GAN 478 9,044 0 10 Jun 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 193,814 0 10 Dec 2015
Certifying and removing disparate impact Michael Feldman Sorelle A. Friedler John Moeller C. Scheidegger Suresh Venkatasubramanian FaML 191 1,984 0 11 Dec 2014
Deep Learning Face Attributes in the Wild Ziwei Liu Ping Luo Xiaogang Wang Xiaoou Tang CVBM 239 8,401 0 28 Nov 2014
Auto-Encoding Variational Bayes Diederik P. Kingma Max Welling BDL 441 16,940 0 20 Dec 2013