A Unified Learn-to-Distort-Data Framework for Privacy-Utility Trade-off in Trustworthy Federated Learning.
Xiaojin ZhangMingcong XuWei ChenPublished in: CoRR (2024)
Keyphrases
- trade off
- data sets
- database
- training data
- data collection
- data sources
- prior knowledge
- data analysis
- private data
- learning process
- active learning
- data points
- previously learned
- learning models
- imitation learning
- max margin
- sensitive data
- learning rules
- learning scheme
- data quality
- raw data
- learning tasks
- spatial data
- high dimensional data
- online learning
- knowledge discovery
- probabilistic model
- reinforcement learning
- machine learning