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Synthetic Network Generation research benchmarks · SOTA2 Research

Synthetic Network Generation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

18.35GFDL1

29

Jun 2, 2026

7.97GFDL1 Score

29

Jun 2, 2026

0.72GFDL1 Score

29

Jun 2, 2026

5.17GFDL1 Link Prediction Accuracy

25

Jun 2, 2026

0.38Eigenvalue MMD

14

Jun 2, 2026

0.59Triangle Similarity (MMD)

11

Jun 2, 2026

8Transitivity

11

Jun 2, 2026

100Link Prediction Accuracy Ratio

10

Jun 2, 2026

100Link Prediction Accuracy

10

Jun 2, 2026

Yelp friendship network

9.35Triangle Ratio (10^-4)

9

Jun 2, 2026

57.7Orbit

5

Jun 2, 2026

1.425Orbit

5

Jun 2, 2026

0.29Orbit

5

Jun 2, 2026

Sparse Simulated Networks n=500, r=4

2.3Triangle RMSE

5

Jun 2, 2026

Sparse Simulated Networks n=500, r=3

2.81Triangle RMSE

5

Jun 2, 2026

Sparse Simulated Networks n=500, r=2

2.8Triangle RMSE

5

Jun 2, 2026

1.43Triangle Density Error

4

Jun 2, 2026

0.02Triangle Density Error

4

Jun 2, 2026

0.97Triangle Density Error

3

Jun 2, 2026

Simulated sparse networks n=1500, r=4

0.63Triangle RMSE

3

Jun 2, 2026

Simulated sparse networks n=500, r=2

4.6Triangle RMSE

3

Jun 2, 2026

Popular datasets

DBLP Youtube PolBlogs Sparse Simulated Networks Yelp

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