Generative Models for Complex Logical Reasoning over Knowledge Graphs.
Yu LiuYanan CaoShi WangQingyue WangGuanqun BiPublished in: WSDM (2024)
Keyphrases
- generative model
- logical reasoning
- prior knowledge
- probabilistic model
- representational power
- em algorithm
- higher level
- discriminative models
- knowledge representation
- mixture model
- conditional random fields
- discriminative learning
- knowledge base
- semi supervised learning
- generative and discriminative models
- maximum entropy principle
- formal semantics
- machine learning
- complex domains
- hidden variables
- active learning
- training data
- hierarchical hidden markov models