AI models collapse when trained on recursively generated data.
Ilia ShumailovZakhar ShumaylovYiren ZhaoNicolas PapernotRoss J. AndersonYarin GalPublished in: Nat. (2024)
Keyphrases
- data sets
- database
- data sources
- original data
- raw data
- empirical data
- training data
- prior knowledge
- experimental data
- image data
- synthetic data
- data collection
- accurate models
- incomplete data
- complex data
- data objects
- data processing
- data analysis
- xml documents
- data structure
- input data
- missing data
- knowledge discovery
- data points
- probabilistic model
- data quality
- historical data
- artificial intelligence
- learning algorithm