SPFL: A Self-Purified Federated Learning Method Against Poisoning Attacks.
Zizhen LiuWeiyang HeChip-Hong ChangJing YeHuawei LiXiaowei LiPublished in: IEEE Trans. Inf. Forensics Secur. (2024)
Keyphrases
- learning algorithm
- learning scheme
- prior knowledge
- high precision
- high accuracy
- neural nets
- supervised learning
- similarity measure
- unsupervised learning
- synthetic data
- dynamic programming
- cost function
- active learning
- preprocessing
- segmentation method
- classification method
- detection method
- watermarking method
- support vector machine svm
- probabilistic model
- mobile robot
- experimental evaluation
- significant improvement
- learning process
- artificial neural networks
- computational complexity
- objective function