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Assumption violations in causal discovery and the robustness of score matching.
Francesco Montagna
Atalanti-Anastasia Mastakouri
Elias Eulig
Nicoletta Noceti
Lorenzo Rosasco
Dominik Janzing
Bryon Aragam
Francesco Locatello
Published in:
NeurIPS (2023)
Keyphrases
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causal discovery
causal models
causal relationships
causal structure
bayesian networks
matching algorithm
discovery process
directed acyclic graph
markov blanket
matching score
real world
keypoints
random walk
latent variables
similarity scores
training data
learning algorithm
data sets
causal ordering