Neurosymbolic Deep Generative Models for Sequence Data with Relational Constraints.
Halley YoungMaxwell DuOsbert BastaniPublished in: NeurIPS (2022)
Keyphrases
- sequence data
- generative model
- discriminative learning
- probabilistic model
- sequence classification
- mixture model
- discriminative models
- profile hidden markov models
- em algorithm
- prior knowledge
- deep belief networks
- maximum entropy principle
- conditional random fields
- semi supervised
- object categories
- hierarchical hidden markov models
- deep learning
- pairwise constraints
- hidden variables
- topic models
- representational power
- discriminative methods
- generative and discriminative models
- probability distribution
- feature space
- bayesian networks