Benchmarks

Task NameDataset NameSOTA ResultTrendResults

Causal Discovery

Sachs real-world data protein signaling network

11SHD

Causal Structure Learning

Sachs

8SHD

Causal Discovery

Sachs real data d=11

8SHD

Causal Discovery

Sachs linear synthetic

5Dtop

Causal Discovery

Sachs

83F1 Score

Causal Discovery

SACHS p = 11, s = 20, n = 100 (real flow cytometry)

49F1 Score

Causal Ordering

Sachs

82ODR

Causal discovery

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

0.169RNB

Causal Discovery

Sachs protein-signaling network ground-truth graph with 11 nodes and 17 directed edges (real data)

0FDR

Edge Prediction

Sachs

78.9AUROC

DAG Structure Recovery

Sachs

8SHD

Causal order recovery

Sachs non-linear synthetic

5.5D_top

Estimating causal orders

Sachs linear synthetic standard

13.67SHD

Causal Order Estimation

Sachs non-linear synthetic

17SHD

Total Effect Estimation

Sachs

4Epsilon ATE

Causal Discovery

Sachs linear synthetic data

11.75SHD

Moment-agnostic graph inference

Sachs n = 853

13.1SHD

Moment-agnostic graph inference

Sachs n = 200

13.2Structural Hamming Distance (SHD)

Moment-agnostic graph inference

Sachs n = 100

13.2Structural Hamming Distance (SHD)

Markov boundary discovery

Sachs Real Semi-real network

86.44nDCG

Causal Discovery

Sachs biology

33.7F1 Score (Threshold 0.5)

Causal Discovery

Sachs Real-World Dataset d = 12, N = 5000

13.8Structural Hamming Distance (SHD)

Causal Inference

Sachs Non-additive Noise Semi-synthetic

68Accuracy (RF, Observed)

Causal Inference

Sachs Additive Noise Semi-synthetic

56RF Accuracy (Observed)

Membership Inference Attack

sachs

0.906AUC