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ResearchFormerly WizWand

Scale-free

Benchmarks

TaskDatasetSOTA resultTrendResults

Binary graph structure recovery

Scale-free BA binary (test)

96.15KS Test Score

8

Causal Discovery

Scale-free Avg Deg 20

100Adjacency Precision

6

Graph reconstruction

Scale-free BA (test)

0.059GMSE

6

Causal Structure Learning

Scale-Free Average Degree 20

191.62ABIC

5

Causal Structure Learning

Scale-Free Average Degree 18

157.95ABIC

5

Causal Structure Learning

Scale-Free Average Degree 16

115ABIC

5

Causal Structure Learning

Scale-Free Average Degree 14

133.53ABIC Score

5

Causal Structure Learning

Scale-Free Average Degree 12

112.36ABIC

5

Causal Structure Learning

Scale-Free Average Degree 10

97.9ABIC

5

Causal Structure Learning

Scale-Free Average Degree 8

76.04ABIC

5

Causal Structure Learning

Scale-Free Average Degree 6

68.88ABIC

5

Causal Structure Learning

Scale-Free Average Degree 4

38.39ABIC

5

Causal Structure Learning

Scale-Free Average Degree 2

0.54ABIC

5

Causal Structure Learning

Scale-Free Average Degree 20 (20 Repetitions)

—ABIC

0

Causal Structure Learning

Scale-Free Average Degree 18 (20 Repetitions)

—ABIC

0

Causal Structure Learning

Scale-Free Average Degree 16 (20 Repetitions)

—ABIC

0

Causal Structure Learning

Scale-Free Average Degree 14 (20 Repetitions)

—ABIC

0

Causal Structure Learning

Scale-Free Average Degree 12 (20 Repetitions)

—ABIC

0

Causal Structure Learning

Scale-Free Average Degree 10 (20 Repetitions)

—ABIC

0

Causal Structure Learning

Scale-Free Average Degree 8 (20 Repetitions)

—ABIC

0

Causal Structure Learning

Scale-Free Average Degree 6 (20 Repetitions)

—ABIC

0

Causal Structure Learning

Scale-Free 20 Repetitions Average Degree 4

—ABIC

0

Causal Structure Learning

Scale-Free Average Degree 2 (20 Repetitions)

—ABIC

0