Counterfactuals uncover the modular structure of deep generative models.
Michel BesserveRémy SunBernhard SchölkopfPublished in: CoRR (2018)
Keyphrases
- generative model
- modular structure
- probabilistic model
- deep belief networks
- prior knowledge
- em algorithm
- discriminative learning
- conditional random fields
- discriminative models
- semi supervised
- mixture model
- deep learning
- expectation maximization
- causal models
- generative and discriminative models
- maximum entropy principle
- hidden variables
- object categories
- object recognition
- image processing
- machine learning