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Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses

Micah Goldblum, Dimitris Tsipras, Chulin Xie, Xinyun Chen, Avi Schwarzschild, Dawn Song, Aleksander Madry, Bo Li 0026, Tom Goldstein. Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses. IEEE Trans. Pattern Anal. Mach. Intell., 45(2):1563-1580, 2023. [doi]

Authors

Micah Goldblum

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Dimitris Tsipras

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Chulin Xie

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Xinyun Chen

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Avi Schwarzschild

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Dawn Song

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Aleksander Madry

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Bo Li 0026

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Tom Goldstein

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