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SOTA Causal effect estimation benchmarks and papers with code | Wizwand
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Causal effect estimation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
180 synthetic causal datasets (test)
TrueIV
|ATE| Error
0.406
11
4d ago
IHDP U -> X (test)
TrueIV
Mean Absolute ATE Prop Error
53.4
11
4d ago
IHDP 40 confounded datasets with no true instrument candidate
ZNet
Mean Abs ATE Prop Error
0.566
9
4d ago
IHDP 1000 realizations from NPCI package (heldout)
baseline + t-reg
MAE
0.2
9
4d ago
IHDP 1000 realizations from NPCI package (train val)
Dragonnet
MAE
0.14
9
4d ago
Pubmed
Ma & Tresp
ADE
0.02
7
4d ago
Cora
GDML
ADE
0.26
7
4d ago
Synthetic data
CDVAE
PEHE (gamma=0)
0.43
7
4d ago
Indian Village
PA
ADE
0.209
6
4d ago
Flickr
GDML
ADE
4.92
5
4d ago
TCGA microarray dataset HDLSS MNAR (test)
MNAR-stabilized CVAE+GEE+AIPW+PEL
MSE
0.14
5
4d ago
Proteomics dataset HDLSS MNAR
MNAR-stabilized CVAE+GEE+AIPW+PEL
MSE
0.15
5
4d ago
Women's Health Initiative (WHI) extrapolated subgroups
ExPCS
Coverage
0.45
5
4d ago
IHDP 1000 realizations from NPCI package (all data)
Dragonnet + t-reg
MAE
0.11
4
4d ago
Card and Krueger Minimum Wage and Employment dataset New Jersey and Pennsylvania fast-food stores 1992
Cross-Moment
Estimated Causal Effect
4.03
4
4d ago
PSID unbalanced
Predictive
√PEHE
1,182,041
3
4d ago
CPS
Ancestral Info.
√PEHE
1,121,360
3
4d ago
ECG dataset (test)
ZNet
|ATE| Error
0.126
2
4d ago
ACIC
-
-
0
4d ago
IHDP
-
-
0
4d ago
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