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Papers Benchmarks Datasets Tasks

Sachs dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

Sachs

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Surrogate policy prediction

Sachs ensemble (test)

0.016Policy MAE

3

Causal Discovery

Sachs Observational Only

19SHD

2

Causal Effect Estimation

Sachs

93.67Recall

1

Treatment Effect Estimation

Sachs

92.91Mean Coverage

1

Surrogate Policy Generation

Sachs 11-node

0.5Ensemble Training Time (h)

1

Structure Learning

Sachs 11 nodes

—Primary metric

0

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Popular tasks

Causal Discovery Moment-agnostic graph inference Causal Inference Treatment Effect Estimation Causal effect estimation

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