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ResearchFormerly WizWand

Runtime Evaluation on Synthetic Data for Causal Discovery

0RuntimeIGSP
-22,926.68131,828.41286,583.5441,338.59May 25, 2023Nov 21, 2023May 20, 2024Nov 17, 2024May 17, 2025Nov 14, 2025May 14, 2026
Updated 5mo ago

Evaluation results

MethodLinks
IGSPnumber of variables (d)=102026.050
GIESnumber of variables (d)=102026.050.2
IGSPnumber of variables (d)=202026.051.8
GIESnumber of variables (d)=202026.0512.1
GIESnumber of variables (d)=302026.0596.1
IGSPnumber of variables (d)=302026.0596.9
DAG-NoCurlNc, Nx distribution=Gumbel2023.05111
DAG-NoCurlDense root causes C=p = 0.52023.05113.1
DAG-NoCurlGraph type=Scale-free2023.05131.1
DAG-NoCurlStandardization=Yes2023.05131.5
DAG-NoCurlSetting=Default2023.05152.8
DAG-NoCurlEdges / Vertices=102023.05243.8
CAMnumber of variables (d)=102026.05270.2
DAG-NoCurlSamples=n = 1002023.05334.9
PACERnumber of variables (d)=102026.05507.5
DCDFGnumber of variables (d)=102026.05521.5
PACERnumber of variables (d)=402026.05610.5
PACERnumber of variables (d)=302026.05654.6
DCDFGnumber of variables (d)=202026.05702.3
PACERnumber of variables (d)=202026.05705.1
CAMnumber of variables (d)=202026.05831.6
DCDInumber of variables (d)=102026.05837.8
PACERnumber of variables (d)=502026.05862.9
CAMnumber of variables (d)=302026.05954.5
PACERnumber of variables (d)=2002026.051,018.5
DCDFGnumber of variables (d)=302026.051,476.6
SDCDnumber of variables (d)=102026.051,645.6
PACERnumber of variables (d)=3002026.051,877.4
CAMnumber of variables (d)=402026.051,959.6
DCDFGnumber of variables (d)=502026.052,077.7
DCDFGnumber of variables (d)=402026.052,080
SDCDnumber of variables (d)=202026.052,530.8
DCDFGnumber of variables (d)=1002026.052,556.6
CAMnumber of variables (d)=502026.052,750.5
CAMGraph type=Scale-free2023.052,829.3
SDCDnumber of variables (d)=302026.052,949.3
CAMDense root causes C=p = 0.52023.053,067.4
PACERnumber of variables (d)=1002026.053,230.2
CAMNc, Nx deviation=σ = 0.12023.053,232.8
CAMEdges / Vertices=102023.053,419.7
SDCDnumber of variables (d)=402026.053,594.7
CAMSetting=Default2023.053,727.4
DCDInumber of variables (d)=202026.054,271.9
SDCDnumber of variables (d)=502026.054,440.1
DAG-NoCurlFixed support=Yes2023.055,215
SDCDnumber of variables (d)=1002026.056,188.6
DCDInumber of variables (d)=302026.056,654.6
CAMnumber of variables (d)=1002026.058,415.7
SDCDnumber of variables (d)=2002026.059,999.1
DAG-NoCurlLarger weights in A=(0.5, 2)2023.0510,611
fGESLarger weights in A=(0.5, 2)2023.0511,846
CAMStandardization=Yes2023.0530,413
CAMNc, Nx distribution=Gumbel2023.0531,238
CAMLarger weights in A=(0.5, 2)2023.0533,910
CAMFixed support=Yes2023.0534,211
MMHCGraph type=Scale-free2023.05210,160
fGESEdges / Vertices=102023.05573,167