Hybrid Federated Learning for Feature & Sample Heterogeneity: Algorithms and Implementation.
Xinwei ZhangWotao YinMingyi HongTianyi ChenPublished in: Trans. Mach. Learn. Res. (2024)
Keyphrases
- learning algorithm
- reinforcement learning
- learning process
- digital libraries
- noise tolerant
- learning systems
- objective function
- data structure
- efficient implementation
- image features
- supervised learning
- learning tasks
- background knowledge
- theoretical analysis
- computationally efficient
- optimization problems
- complexity analysis
- computational cost
- significant improvement
- active learning
- hybrid approaches
- hybrid learning
- hardware implementation
- knowledge acquisition
- learning models
- incremental learning
- learning problems
- sample size
- orders of magnitude
- machine learning algorithms
- neural network
- online learning
- worst case
- prior knowledge
- machine learning