Critical Learning Periods: Leveraging Early Training Dynamics for Efficient Data Pruning.
Everlyn ChimotoJay GalaOrevaoghene AhiaJulia KreutzerBruce A. BassettSara HookerPublished in: ACL (Findings) (2024)
Keyphrases
- prior knowledge
- data sets
- data analysis
- data processing
- learning tasks
- data collection
- knowledge discovery
- supervised learning
- raw data
- synthetic data
- online learning
- data sources
- learning algorithm
- high quality
- unsupervised learning
- training program
- recurrent networks
- data distribution
- learning process
- database
- learning systems
- end users
- learning speed
- learned models
- probability distribution
- decision trees
- artificial neural networks
- missing data
- input data
- training data
- training samples
- xml documents
- knowledge acquisition
- data structure
- training set