The Best of Both Worlds: Accurate Global and Personalized Models through Federated Learning with Data-Free Hyper-Knowledge Distillation.
Huancheng ChenChaining WangHaris VikaloPublished in: ICLR (2023)
Keyphrases
- accurate models
- prior knowledge
- learning systems
- learned models
- learning models
- high quality
- hidden variables
- data sets
- knowledge discovery
- historical data
- previously learned
- bayesian methods
- raw data
- data sources
- data mining techniques
- complex domains
- experimental data
- statistical methods
- prior domain knowledge
- machine learning
- knowledge base
- training data
- data structure
- learning algorithm
- domain knowledge
- data points
- background knowledge
- active learning
- data collection
- data analysis
- knowledge acquisition
- adaptive learning
- online learning
- global information
- federated databases
- database
- learned knowledge
- e learning
- data mining tools
- bayesian networks
- expert knowledge
- association rules
- xml documents
- domain experts
- input data