Strong Data Augmentation Sanitizes Poisoning and Backdoor Attacks Without an Accuracy Tradeoff.
Eitan BorgniaValeriia CherepanovaLiam FowlAmin GhiasiJonas GeipingMicah GoldblumTom GoldsteinArjun GuptaPublished in: CoRR (2020)
Keyphrases
- data sets
- data collection
- statistical analysis
- data reduction
- original data
- prediction accuracy
- high quality
- databases
- training data
- high dimensional data
- database
- raw data
- sensor data
- classification accuracy
- computational complexity
- complex data
- data quality
- data objects
- data analysis
- data sources
- network structure
- missing values
- small number
- synthetic data
- website
- probability distribution
- decision trees
- database systems
- data mining techniques
- high accuracy