Gradient-based Counterfactual Explanations using Tractable Probabilistic Models.
Xiaoting ShaoKristian KerstingPublished in: CoRR (2022)
Keyphrases
- probabilistic model
- graphical models
- generative model
- bayesian inference
- conditional random fields
- latent variables
- language model
- hidden variables
- computational complexity
- expectation maximization
- mixture model
- logical framework
- computational problems
- probabilistic modeling
- np hard
- computationally tractable
- explanatory power
- topic models
- causal reasoning
- np complete
- optimal solution
- data sets
- causal models
- markov networks
- database
- learning environment
- website
- undirected graphical models