基本信息
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Bio
Currently, my main interests include generative models, image translation, adversarial attacks, facial analysis and simulation. My current goals are (1) to develop methods to protect one's image and likeness by developing effective adversarial attacks against deepfake generation systems (2) to develop methods that intelligently use simulated data in order to test and train machine learning models with an application on decreasing bias of face analysis systems. My larger goal is to understand how deep neural networks learn and generalize. I believe new ways of exploring generalization are needed for this problem, such as using adversarial attacks or testing networks on adversarially generated synthetic data. I also enjoy building interesting and visually appealing demos of my research work and sharing them.
Research Interests
Papers共 29 篇Author StatisticsCo-AuthorSimilar Experts
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arxiv(2024)
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CoRR (2023)
CVPR 2024 (2023)
CoRR (2023)
arXiv (Cornell University) (2023): 2349-2359
Kihyuk Sohn,Nataniel Ruiz,Kimin Lee, Daniel Castro Chin,Irina Blok,Huiwen Chang,Jarred Barber,Lu Jiang, Glenn Entis,Yuanzhen Li,Yuan Hao,Irfan Essa,
CoRR (2023)
CoRR (2023)
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0
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CVPR 2023 (2023): 22500-22510
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