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ResearchFormerly WizWand

Community

Benchmarks

TaskDatasetSOTA resultTrendResults

Node Classification

community (test)

78.6Accuracy

53

Graph Generation

Community-small

0.009MMD (Degree)

26

AI Image Detection

Community (OOD)

96.95AUROC

19

Abstract graph generation

Community small

0.35Degree

17

AI Image Detection

Community (test)

89.53AUROC

13

Generic Graph Generation

Community-small Synthetic, 12 ≤ |V| ≤ 20 (test)

14.2Degree Similarity Score

12

Generic Graph Generation

Community small

0.35Degree

11

Graph Generation

Community

4Degree

10

Single-property Graph Conditioning

Community small

2.95Density

7

Generic Graph Generation

COMMUNITY-SMALL (test)

0.023Degree MMD

7

Counterfactual Explanation Generation

Community

94Validity

7

Unsupervised node clustering

Community

97NMI

6

Node Clustering

Community

99.02Macro F1 Score

6

Node Clustering

Community

99.03Clustering Accuracy

6

Conditional Graph Generation

Community small (test)

0.03Density

6

Vertex clustering

Community synthetic SBM

98.5Accuracy

5

Multi-global-properties conditioning

Community Small

12.4Pair 1 Assortativity (MAE)

4

community (test)

12.105Max Conditional Coverage Deviation

4