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ResearchFormerly WizWand

Linear Gaussian

Benchmarks

TaskDatasetSOTA resultTrendResults

Posterior Sampling

Linear Gaussian n=400

1.047SWD

24

Posterior Sampling

Linear Gaussian n=80

2.357SWD

24

Posterior Sampling

Linear Gaussian n=2

1.423SWD

24

Local Causal Discovery

Linear Gaussian 400 nodes

2.75Number of CI tests (x10^3)

7

Local Causal Discovery

Linear Gaussian 200 nodes

1.37CI Test Count (x10^3)

7

Local Causal Discovery

Linear Gaussian 100 nodes

750CI Test Count (x10^3)

7

Local Causal Discovery

Linear Gaussian 800 nodes

6.53CI Tests (x10^3)

6

Local Causal Discovery

Linear Gaussian 600 nodes

4.39Number of CI Tests (x10^3)

6

Local Causal Discovery

Linear Gaussian 1000 nodes

8.2CI Tests (x10^3)

5