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SERGIO dataset and benchmarks · SOTA2 Research

Research Datasets

SERGIO

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Gene Regulatory Network Discovery

SERGIO simulated random DAGs

19.6Recall

6

Interventional Distribution Estimation

SERGIO (test)

1.07ERG (Excl Vt)

4

Trajectory Reconstruction

SERGIO Trifurcation (test)

0.243Trajectory Reconstruction Error

4

Trajectory Reconstruction

SERGIO S-shaped (test)

0.082Trajectory Reconstruction Error

4

Markov boundary discovery

SERGIO Real Semi-real network

85.93nDCG

4

Causal Discovery

SERGIO p10

29.1SHD

3

Learning Stationary Diffusions

SERGIO SF

—Primary metric

0

Learning Stationary Diffusions

SERGIO-ER

—Primary metric

0

Popular tasks

Trajectory reconstruction Learning Stationary Diffusions Causal Discovery Gene Regulatory Network Discovery Markov boundary discovery

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