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ResearchFormerly WizWand

fMRI

Benchmarks

TaskDatasetSOTA resultTrendResults

Temporal Causal Discovery

FMRI

3SHD

11

Causal Discovery

fMRI

67Structural F1

9

Causal discovery

fMRI_5 semi-synthetic

98.7AUC

8

Causal discovery

fMRI semi-synthetic

98.4AUC

7

Causal Discovery

28 fMRI datasets

0.67SHD

4

Generation quality analysis

fMRI (test)

0.022MMD

3

Causal Discovery

fMRI

51Window F1 Score

3

fMRI Subject S03

0.17Test Correlation

3

fMRI Subject S01

0.08Test Correlation

3

Time Series Generation

fMRI

0.44Inference Time

3

Causal Structure Learning

fMRI

11.6SHD

3

Time-series causal discovery

fMRI

51Window F1 Score

3

Causal Discovery

fMRI 171 Scans

96,171.56BIC Score

2

Causal Discovery

fMRI simulated data

—Adjacency Precision

0