Understanding the Mechanics of SPIGOT: Surrogate Gradients for Latent Structure Learning.
Tsvetomila MihaylovaVlad NiculaeAndré F. T. MartinsPublished in: CoRR (2020)
Keyphrases
- structure learning
- bayesian networks
- graphical models
- conditional independence
- bayesian network classifiers
- parameter learning
- transfer learning
- bayesian network structure learning
- markov logic networks
- parameter estimation
- sample size
- probabilistic model
- latent variables
- belief propagation
- network structure
- logic programs
- conditional random fields
- first order logic
- random variables
- expectation maximization
- least squares
- upper bound