Counterfactuals uncover the modular structure of deep generative models.
Michel BesserveArash MehrjouRémy SunBernhard SchölkopfPublished in: ICLR (2020)
Keyphrases
- generative model
- modular structure
- probabilistic model
- deep belief networks
- mixture model
- semi supervised
- discriminative learning
- conditional random fields
- discriminative models
- prior knowledge
- topic models
- causal models
- hierarchical hidden markov models
- object categories
- expectation maximization
- em algorithm
- maximum entropy principle
- hidden variables
- computer vision
- unsupervised learning
- object parts
- graphical models
- training data