How Faithful is your Synthetic Data? Sample-level Metrics for Evaluating and Auditing Generative Models.
Ahmed AlaaBoris van BreugelEvgeny S. SavelievMihaela van der SchaarPublished in: ICML (2022)
Keyphrases
- synthetic data
- generative model
- probabilistic model
- mixture model
- discriminative learning
- hierarchical hidden markov models
- real world
- real image data
- discriminative models
- prior knowledge
- conditional random fields
- data sets
- semi supervised
- maximum entropy principle
- hidden variables
- representational power
- unsupervised learning
- expectation maximization
- object categories
- discriminatively trained
- generative and discriminative models