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Benchmarks

Task NameDataset NameSOTA ResultTrend
Graph property detectionTree Huge synthetic (test)
F1 Score95
17
Graph property detectionTree Large synthetic (test)
F1 Score97
17
Graph property detectionTree Small synthetic (test)
F1 Score98
17
Unsupervised Ensemble LearningTree3k
Accuracy95.67
13
Latent Hierarchical Causal Structure DiscoveryTree Uniform noise
Performance Score89
12
ClusteringTree
Homogeneity78.4
5
Distance matrix comparisonTree (test)
Pearson Correlation0.822
4
Graph GenerationTree
A.Ratio2.1
3
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