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Child

Benchmarks

Task NameDataset NameSOTA ResultTrend
Causal Graph DiscoveryChild 20 nodes, 25 edges
Accuracy46
36
Causal Discoverychild
F1 Score95.2
35
Bayesian network structure discoveryChild
SHD18
24
Causal DiscoveryChild discrete (test)
Precision56
11
DAG LearningChild
Structural Hamming Distance (SHD)0
10
Causal DiscoveryChild d=20, |E|=25 medium-scale (test)
Precision100
8
Causal DiscoveryChild d=19
Mod. SHD25.5
7
DAG Structure LearningChild
Directed Edge F186
6
Brain age estimationChild Out-of-domain
MAE3.88
5
Brain age estimationChild In-domain
MAE0.96
5
Causal Structure Learningchild
Precision100
1
Structure LearningChild 20 nodes
Metric-
0
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