DataFreeShield: Defending Adversarial Attacks without Training Data.
Hyeyoon LeeKanghyun ChoiDain KwonSunjong ParkMayoore Selvarasa JaiswalNoseong ParkJonghyun ChoiJinho LeePublished in: CoRR (2024)
Keyphrases
- training data
- ddos attacks
- learning algorithm
- test data
- countermeasures
- training set
- data sets
- decision trees
- supervised learning
- training examples
- training samples
- malicious users
- malicious attacks
- traffic analysis
- learned from training data
- labeled data
- training instances
- test set
- security mechanisms
- label noise
- neural network
- training process
- watermarking scheme
- noisy data
- machine learning
- unlabeled data
- domain knowledge
- chosen plaintext
- generalization error
- information systems
- multi agent
- prior knowledge
- security risks
- security threats
- classification accuracy
- security protocols
- semi supervised learning
- computer security
- class labels
- training dataset