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ResearchFormerly WizWand

asia

Benchmarks

TaskDatasetSOTA resultTrendResults

Asia

84F1 Score

24

Bayesian network structure discovery

Asia

0SHD

24

Causal Discovery

Asia

100F1 Score

19

Causal Graph Discovery

Asia 8 nodes, 8 edges

88Accuracy

18

Causal Discovery

Asia linear synthetic

4.31Dtop

17

Skeleton Estimation

asia

90.67F1 Score

15

Causal Discovery

Asia (test)

67BSF

12

Causal discovery

Asia synthetic averaged over n ∈ {500, 1000, 5000, 10000}

0.641RNB

11

Causal Discovery

Asia discrete (test)

66Precision

11

Bayesian Network Structure Recovery

asia 8 nodes (test)

90.67F1 Score

11

Spatial classification

Asia14 pixel-based RAG

77Accuracy

10

Causal order recovery

Asia non-linear synthetic

1.22D_top

9

Estimating causal orders

Asia linear synthetic standard

3SHD

9

Causal Order Estimation

Asia non-linear synthetic

8.67SHD

9

ASIA

0SHD

8

Total Effect Estimation

Asia

0Epsilon ATE

8

Causal Discovery

Asia linear synthetic data

2.22SHD

8

Causal Discovery

Asia (d=8, |E|=8) small-scale (test)

100Precision

8

Causal Discovery

Asia (d=8)

4.6Modified SHD

7

Directed structure recovery

asia ρ=0.4

92Directed F1 Score

6

Directed structure recovery

asia ρ=0.2

73Directed F1 Score

6

Causal Discovery

Asia bnlearn

91AUROC

6

Asia N=800 (train)

84F1 Score

6

Asia N=400 (train)

84F1 Score

6

Membership Inference Attack

asia

0.763AUC

3