FedSC: Provable Federated Self-supervised Learning with Spectral Contrastive Objective over Non-i.i.d. Data.
Shusen JingAnlan YuShuai ZhangSongyang ZhangPublished in: CoRR (2024)
Keyphrases
- data sets
- data analysis
- data collection
- prior knowledge
- data sources
- learning algorithm
- data distribution
- high quality
- image data
- original data
- background knowledge
- data points
- knowledge discovery
- database
- distributed data
- data processing
- synthetic data
- learning systems
- data quality
- federated databases
- end users
- hidden variables
- hyperspectral
- database systems
- training data
- experimental data
- digital libraries
- statistical analysis
- lower bound
- small number
- learning process