Synthetic Graphs
Benchmarks
TaskDatasetSOTA resultTrendResults
Synthetic Graphs (ER4, SF4) with Gaussian, Gumbel, and exponential noise
4.28SHD
15
Synthetic graphs N=50, E=50
42.4F1
13
Synthetic Graphs Variance Shifting GBF
0.6Average Relative Error
12
Synthetic Graphs d=100
0Runtime (s)
12
Synthetic Graphs d=50
0Runtime (seconds)
12
Synthetic Graphs d=20
0Runtime (seconds)
12
Synthetic Graphs d=10
0Runtime (seconds)
12
Synthetic Graphs d=5
0Runtime (s)
12
Synthetic graphs N=100, E=100
126.7SHD
10
Synthetic graphs (N=20, E=30)
26.7SHD
7
Synthetic graphs (N=20, E=20)
16.3Structural Hamming Distance (SHD)
7
Synthetic graphs (test)
0.012MAE (Triangle)
7
Synthetic Graphs (2880)
85.2Mean F1 Score
4
Synthetic Graphs 1080
79.2Mean F1 Score
4
Synthetic Graphs 360
76.7Mean F1 Score
4
Synthetic Graphs 180
73.7Mean F1 Score
4
Synthetic Graphs (90 graphs)
67.8Mean F1 Score
4
Synthetic Graphs (d=500, n=1000)
170.4Time (s)
3
Synthetic Graphs d=200, n=1000
25.3Time (s)
3
Synthetic Graphs (d=100, n=1000)
14.1Time (s)
3
Synthetic Graphs (N=6, beta=0.20)
0.069Hellinger Distance
2
Synthetic Graphs (N=6, beta=0.10)
0.059Hellinger Distance
2
Synthetic Graphs (N=6, beta=0.01)
0.066Hellinger Distance
2