Beware of the Simulated DAG! Causal Discovery Benchmarks May Be Easy to Game.
Alexander G. ReisachChristof SeilerSebastian WeichwaldPublished in: NeurIPS (2021)
Keyphrases
- causal discovery
- directed acyclic graph
- causal models
- causal structure
- conditional independence
- causal relationships
- discovery process
- random variables
- markov blanket
- directed graph
- video games
- nash equilibrium
- observational data
- game playing
- game theory
- bayesian networks
- databases
- game play
- educational games
- causal relations
- np hard
- data sets