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Free, publicly-accessible full text available November 6, 2025
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Singla, Vasu; Yue, Kaiyu; Paul, Sukriti; Shirkavand, Reza; Jayawardhana, Mayuka; Ganjdanesh, Alireza; Huang, Heng; Bhatele, Abhinav; Somepalli, Gowthami; Goldstein, Tom (, ArXiv)
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Somepalli, Gowthami; Singla, Vasu; Goldblum, Micah; Geiping, Jonas; Goldstein, Tom (, NeurIPS 2023)This paper proposes solutions to detecting and mitigating the blatant replication and memorization of data used to train text-to-image generators, especially Stable Diffusion. The potential for diffusion models to reproduce copyrighted or private images without user knowledge poses significant ethical and legal challenges. For lawmakers, this highlights the need for clear guidelines and regulations around the use of such models, especially in commercial applications.more » « less
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Geiping, Jonas; Goldblum, Micah; Somepalli, Gowthami; Shwartz-Ziv; Ravid; Goldstein, Tom; Gordon-Wilson, Andrew (, ICML Workshop on Spurious Correlations, Invariance and Stability)
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Somepalli, Gowthami; Fowl, Liam; Bansal, Arpit; Yeh-Chiang, Ping; Dar, Yehuda; Baraniuk, Richard; Goldblum, Micah; Goldstein, Tom (, CVPR)
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