Dataset Security for Machine Learning : Data Poisoning, Backdoor Attacks, and Defenses
As machine learning systems grow in scale, so do their training data requirements, forcing practitioners to automate and outsource the curation of training data in order to achieve state-of-the-art performance. The absence of trustworthy human supervision over the data collection process exposes org...
Ausführliche Beschreibung
Bibliographische Detailangaben
| Veröffentlicht in: | IEEE transactions on pattern analysis and machine intelligence. - 1979. - 45(2023), 2 vom: 30. Feb., Seite 1563-1580
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| 1. Verfasser: |
Goldblum, Micah
(VerfasserIn) |
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| Weitere Verfasser: |
Tsipras, Dimitris,
Xie, Chulin,
Chen, Xinyun,
Schwarzschild, Avi,
Song, Dawn,
Madry, Aleksander,
Li, Bo,
Goldstein, Tom |
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| Format: | Online-Aufsatz
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| Sprache: | English |
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| Veröffentlicht: |
2023
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| Zugriff auf das übergeordnete Werk: | IEEE transactions on pattern analysis and machine intelligence
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| Schlagworte: | Journal Article |
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