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Strong Data Augmentation Sanitizes Poisoning and Backdoor Attacks Without an Accuracy Tradeoff.
Eitan Borgnia
Valeriia Cherepanova
Liam Fowl
Amin Ghiasi
Jonas Geiping
Micah Goldblum
Tom Goldstein
Arjun Gupta
Published in:
ICASSP (2021)
Keyphrases
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data sets
raw data
high quality
data structure
image data
high accuracy
training data
data points
knowledge discovery
database
input data
synthetic data
missing data
data distribution
data quality
prior knowledge
computational cost
computational complexity
statistical analysis
prediction accuracy