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Graph Recovery research benchmarks · SOTA2 Research

Graph Recovery

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Synthetic Nonlinear SEM (Gumbel Noise) (test)

1AUPRC

15

May 19, 2026

Synthetic Nonlinear SEM Exponential Noise (test)

100AUPRC

15

May 19, 2026

Synthetic Nonlinear SEM Gaussian Noise (test)

100AUPRC

15

May 19, 2026

Simulated Manufacturing Data N=500 (test)

0.5SHD

12

Jun 11, 2026

5FPR (α=0.05)

11

May 19, 2026

0SHD

8

May 19, 2026

4.7FPR (α=0.05)

6

May 19, 2026

CausalRiver rawlog multi-graph setting external stress (test)

DICE rawlog + magnitude prior

0.663Final-20 AUROC

4

Jun 12, 2026

Popular datasets

Synthetic Nonlinear SEM MIMIC Alarm asia CausalRiver

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