Contrastive Learning Inverts the Data Generating Process.
Roland S. ZimmermannYash SharmaSteffen SchneiderMatthias BethgeWieland BrendelPublished in: CoRR (2021)
Keyphrases
- data sets
- database
- prior knowledge
- input data
- data processing
- data collection
- synthetic data
- raw data
- learning algorithm
- reinforcement learning
- data analysis
- data sources
- data points
- knowledge discovery
- experimental data
- learning systems
- original data
- data quality
- knowledge acquisition
- learning models
- redundant data
- image data
- xml documents
- high quality
- learning process
- data structure
- databases
- small number
- neural network
- data mining
- training data
- learning tasks
- sensor data
- learning experience
- domain experts
- learning environment
- statistical analysis
- computer systems
- active learning
- probabilistic model
- online learning