Real Risks of Fake Data: Synthetic Data, Diversity-Washing and Consent Circumvention

3 May 2024

Papers citing "Real Risks of Fake Data: Synthetic Data, Diversity-Washing and Consent Circumvention"

27 / 27 papers shown

Title
Does Training on Synthetic Data Make Models Less Robust? Lingze Zhang Ellie Pavlick SyDa 156 0 0 11 Feb 2025
An Evaluation of Forensic Facial Recognition Justin Norman S. Agarwal Hany Farid CVBM 44 3 0 10 Nov 2023
Going public: the role of public participation approaches in commercial AI labs Lara Groves Aidan Peppin A. Strait Jenny Brennan 59 28 0 16 Jun 2023
CrowdWorkSheets: Accounting for Individual and Collective Identities Underlying Crowdsourced Dataset Annotation Mark Díaz Ian D Kivlichan Rachel Rosen Dylan K. Baker Razvan Amironesei Vinodkumar Prabhakaran Emily L. Denton 61 85 0 09 Jun 2022
Demographic-Reliant Algorithmic Fairness: Characterizing the Risks of Demographic Data Collection in the Pursuit of Fairness Mckane Andrus Sarah Villeneuve FaML 70 51 0 18 Apr 2022
What Does it Mean for a Language Model to Preserve Privacy? Hannah Brown Katherine Lee Fatemehsadat Mireshghallah Reza Shokri Florian Tramèr PILM 92 243 0 11 Feb 2022
Fake It Till You Make It: Face analysis in the wild using synthetic data alone Erroll Wood Tadas Baltruvsaitis Charlie Hewitt Sebastian Dziadzio Matthew W. Johnson V. Estellers T. Cashman Jamie Shotton CVBM 65 264 0 30 Sep 2021
SynFace: Face Recognition with Synthetic Data Haibo Qiu Baosheng Yu Dihong Gong Zhifeng Li Wei Liu Dacheng Tao 91 129 0 18 Aug 2021
Mitigating Dataset Harms Requires Stewardship: Lessons from 1000 Papers Kenny Peng Arunesh Mathur Arvind Narayanan 154 96 0 06 Aug 2021
On Training Sample Memorization: Lessons from Benchmarking Generative Modeling with a Large-scale Competition C. Bai Hsuan-Tien Lin Colin Raffel Wendy Kan 46 35 0 06 Jun 2021
Diffusion Models Beat GANs on Image Synthesis Prafulla Dhariwal Alex Nichol 268 7,938 0 11 May 2021
About Face: A Survey of Facial Recognition Evaluation Inioluwa Deborah Raji G. Fried CVBM 68 54 0 01 Feb 2021
Deep Learning for Procedural Content Generation Jialin Liu Sam Snodgrass Ahmed Khalifa S. Risi Georgios N. Yannakakis Julian Togelius 3DV 75 137 0 09 Oct 2020
What If I Don't Like Any Of The Choices? The Limits of Preference Elicitation for Participatory Algorithm Design Samantha Robertson Niloufar Salehi 31 42 0 13 Jul 2020
Participation is not a Design Fix for Machine Learning Mona Sloane Emanuel Moss O. Awomolo Laura Forlano HAI 81 214 0 05 Jul 2020
Large image datasets: A pyrrhic win for computer vision? Vinay Uday Prabhu Abeba Birhane 76 366 0 24 Jun 2020
Privacy Preserving Face Recognition Utilizing Differential Privacy Pathum Chamikara Mahawaga Arachchige P. Bertók I. Khalil D. Liu S. Çamtepe PICV 80 120 0 21 May 2020
Towards Fairer Datasets: Filtering and Balancing the Distribution of the People Subtree in the ImageNet Hierarchy Kaiyu Yang Klint Qinami Li Fei-Fei Jia Deng Olga Russakovsky 124 320 0 16 Dec 2019
Mitigating Bias in Algorithmic Hiring: Evaluating Claims and Practices Manish Raghavan Solon Barocas Jon M. Kleinberg K. Levy MLAU FaML 74 525 0 21 Jun 2019
Do ImageNet Classifiers Generalize to ImageNet? Benjamin Recht Rebecca Roelofs Ludwig Schmidt Vaishaal Shankar OOD SSeg VLM 121 1,726 0 13 Feb 2019
Mechanism Design for Social Good Rediet Abebe Kira Goldner 49 50 0 21 Oct 2018
Data augmentation using synthetic data for time series classification with deep residual networks Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller 67 145 0 07 Aug 2018
Deep reinforcement learning from human preferences Paul Christiano Jan Leike Tom B. Brown Miljan Martic Shane Legg Dario Amodei 218 3,365 0 12 Jun 2017
Good Semi-supervised Learning that Requires a Bad GAN Zihang Dai Zhilin Yang Fan Yang William W. Cohen Ruslan Salakhutdinov GAN 75 484 0 27 May 2017
A causal framework for discovering and removing direct and indirect discrimination Lu Zhang Yongkai Wu Xintao Wu CML 58 174 0 22 Nov 2016
Certifying and removing disparate impact Michael Feldman Sorelle A. Friedler John Moeller C. Scheidegger Suresh Venkatasubramanian FaML 206 1,993 0 11 Dec 2014
Learning Face Representation from Scratch Dong Yi Zhen Lei Tianran Ouyang Stan Z. Li CVBM 97 2,011 0 28 Nov 2014