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Recent studies have demonstrated that deep learning models can discriminate based on protected classes like race and gender.
Man is to computer programmer as woman is to homemaker? debiasing word embeddings
Tolga Bolukbasi, Kai-Wei Chang, James Y Zou, Venkatesh Saligrama, and Adam T Kalai · 2016
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Equality of opportunity in supervised learning
M. Hardt, E. Price, and Nathan Srebro · 2016
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Joint face detection and alignment using multitask cascaded convolutional networks
K. Zhang, Z. Zhang, Z. Li, and Y. Qiao · 2016
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Age progression/regression by conditional adversarial autoencoder
Zhifei Zhang, Yang Song, and Hairong Qi · 2017
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Mesonet: a compact facial video forgery detection network
Darius Afchar, Vincent Nozick, Junichi Yamagishi, and Isao Echizen · 2018
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Gender shades: Intersectional accuracy disparities in commercial gender classification
Joy Buolamwini and Timnit Gebru · 2018
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Forensictransfer: Weakly-supervised domain adaptation for forgery detection
Davide Cozzolino, Justus Thies, Andreas Rössler, Christian Riess, Matthias Nießner, and Luisa Verdoliva · 2018
Earlier work this paper cites.
Timnit Gebru, Jamie Morgenstern, Briana Vecchione, Jennifer Wortman Vaughan, Hanna Wallach, Hal Daumé III, and Kate Crawford · 2018
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Fake face detection methods: Can they be generalized?
A. Khodabakhsh, R. Ramachandra, K. Raja, P. Wasnik, and C. Busch · 2018
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Exposing deepfake videos by detecting face warping artifacts
Yuezun Li and Siwei Lyu · 2018
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Delayed impact of fair machine learning
Lydia T Liu, Sarah Dean, Esther Rolf, Max Simchowitz, and Moritz Hardt · 2018
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Face2face: Real-time face capture and reenactment of rgb videos
Justus Thies, Michael Zollhöfer, Marc Stamminger, Christian Theobalt, and Matthias Nießner · 2018
Cited alongside, same era.
Controlling polarization in personalization: An algorithmic framework
L Elisa Celis, Sayash Kapoor, Farnood Salehi, and Nisheeth Vishnoi · 2019
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An ai app that “undressed” women shows how deepfakes harm the most vulnerable
Karen Hao · 2019
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A face-swapping app takes off in china, making ai-powered deepfakes for everyone
David Ingram · 2019
Cited alongside, same era.
Celeb-df: A large-scale challenging dataset for deepfake forensics
Yuezun Li, Xin Yang, Pu Sun, Honggang Qi, and Siwei Lyu · 2019
Cited alongside, same era.
Model cards for model reporting
Margaret Mitchell, Simone Wu, Andrew Zaldivar, Parker Barnes, Lucy Vasserman, Ben Hutchinson, Elena Spitzer, Inioluwa Deborah Raji, and Timnit Gebru · 2019
Evading deepfake-image detectors with white- and black-box attacks
Nicholas Carlini and Hany Farid · 2020
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What makes fake images detectable? understanding properties that generalize
Lucy Chai, David Bau, Ser-Nam Lim, and Phillip Isola · 2020
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Deeperforensics-1.0: A large-scale dataset for real-world face forgery detection
Liming Jiang, Ren Li, Wayne Wu, Chen Qian, and Chen Change Loy · 2020
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Face x-ray for more general face forgery detection
Lingzhi Li, Jianmin Bao, Ting Zhang, Hao Yang, Dong Chen, Fang Wen, and Baining Guo · 2020
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Global texture enhancement for fake face detection in the wild
Zhengzhe Liu, Xiaojuan Qi, and Philip HS Torr · 2020
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Deepfakes and beyond: A survey of face manipulation and fake detection
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Cited alongside, same era.
Faceforensics++: Learning to detect manipulated facial images
Andreas Rössler, Davide Cozzolino, Luisa Verdoliva, Christian Riess, Justus Thies, and Matthias Nießner · 2019
Cited alongside, same era.
Deferred neural rendering: Image synthesis using neural textures
Justus Thies, Michael Zollhöfer, and Matthias Nießner · 2019
Cited alongside, same era.
Racial faces in the wild: Reducing racial bias by information maximization adaptation network
Mei Wang, Weihong Deng, Jiani Hu, Xunqiang Tao, and Yaohai Huang · 2019
Cited alongside, same era.
New steps to combat disinformation, Sep 2020
Tom Burt and Eric Horvitz · 2020
Cited alongside, same era.
How misinformation helped spark an attempted coup in gabon
Sarah Cahlan · 2020
Cited alongside, same era.
Deepfakes dataset by google & jigsaw
Nicholas Dufour, Andrew Gully, Per Karlsson, Alexey Victor Vorbyov, Thomas Leung, Jeremiah Childs, and Christoph Bregler
Cited in the paper.
Ruben Tolosana, Ruben Vera-Rodriguez, Julian Fierrez, Aythami Morales, and Javier Ortega-Garcia · 2020
Later among the works it cites.
Interpretable and trustworthy deepfake detection via dynamic prototypes
Loc Trinh, Michael Tsang, Sirisha Rambhatla, and Yan Liu · 2020
Later among the works it cites.
Deepfakes and disinformation: Exploring the impact of synthetic political video on deception, uncertainty, and trust in news
Cristian Vaccari and Andrew Chadwick · 2020
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Fakespotter: A simple yet robust baseline for spotting ai-synthesized fake faces
Run Wang, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Yihao Huang, Jian Wang, and Yang Liu · 2020
Later among the works it cites.
The creation and detection of deepfakes: A survey
Yisroel Mirsky and Wenke Lee · 2021
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