Demystifying amortized causal discovery with transformers.
Francesco MontagnaMax Cairney-LeemingDhanya SridharFrancesco LocatelloPublished in: CoRR (2024)
Keyphrases
- causal discovery
- causal models
- causal relationships
- discovery process
- search tree
- worst case
- causal structure
- bayesian networks
- running times
- directed acyclic graph
- binary search trees
- markov blanket
- conditional independence
- observational data
- reinforcement learning
- decision making
- machine learning
- databases
- arbitrary length
- graphical models
- computational complexity
- data structure
- data mining