Contrastive Learning Inverts the Data Generating Process.
Roland S. ZimmermannYash SharmaSteffen SchneiderMatthias BethgeWieland BrendelPublished in: ICML (2021)
Keyphrases
- data sets
- data collection
- learning algorithm
- training data
- prior knowledge
- data quality
- database
- data analysis
- data processing
- sensor data
- background knowledge
- data structure
- databases
- original data
- raw data
- learning tasks
- unsupervised learning
- machine learning
- knowledge acquisition
- high dimensional data
- synthetic data
- missing data
- learning experience
- experimental data
- input data
- knowledge discovery
- probability distribution
- data sources