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]

@article{GoldblumTXCSSML23,
  title = {Dataset Security for Machine Learning: Data Poisoning, Backdoor Attacks, and Defenses},
  author = {Micah Goldblum and Dimitris Tsipras and Chulin Xie and Xinyun Chen and Avi Schwarzschild and Dawn Song and Aleksander Madry and Bo Li 0026 and Tom Goldstein},
  year = {2023},
  doi = {10.1109/TPAMI.2022.3162397},
  url = {https://doi.org/10.1109/TPAMI.2022.3162397},
  researchr = {https://researchr.org/publication/GoldblumTXCSSML23},
  cites = {0},
  citedby = {0},
  journal = {IEEE Trans. Pattern Anal. Mach. Intell.},
  volume = {45},
  number = {2},
  pages = {1563-1580},
}