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SOTA ATE Estimation benchmarks and papers with code | Wizwand
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ATE Estimation
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Synth. data
Min SMD
MSE
0.006
55
27d ago
News
NSM + Energy
Joint Bias (JB)
0.07
14
3mo ago
IHDP
Linear
Joint Bias (JB)
0.076
14
3mo ago
Liang DGP (T=200, n=1000, p=100, B=2000, variable costs) 1.0 (test)
DiM
Mean ATE
4.0003
7
26d ago
Synth
PrivATE
Memory Consumption (MB)
468.29
7
3mo ago
ACIC
SmoothDPM
Memory Consumption (MB)
477.31
7
3mo ago
Lalonde
PrivATE
Memory Consumption (MB)
467.46
7
3mo ago
IHDP
PrivATE
Memory Consumption (MB)
468.19
7
3mo ago
Toy Example
IMPspec-nocal
RMSE
0.22
4
1d ago
LINEAR simulation (B=1000, p=100, n=100, T=100)
Random
Bias
0.0008
4
26d ago
LIANG simulation B=20000, p=100, n=1000, T=100
DARTS
Bias
0
4
26d ago
LIANG simulation B=2000, p=1000, n=1000, T=100
DARTS
Bias
0
4
26d ago
LIANG simulation B=2000, p=1000, n=100, T=100
DARTS
Bias
0.0002
4
26d ago
LIANG simulation B=2000, p=100, n=1000, T=100
DARTS
Bias
0
4
26d ago
LIANG simulation B=2000, p=100, n=100, T=100
Oracle
ATE Bias
0.0001
4
26d ago
LIANG simulation (B=1000, p=100, n=100, T=100)
DARTS
Bias
1
4
26d ago
NHANES
SMD x A2A
ATE Range
0
3
27d ago
Horse
SMD x A2A
Range of ATE
0
3
27d ago
Groupon
Pareto
Range of ATE
659
3
27d ago
LINEAR simulation (B=2000, p=100, n=100, T=100)
DiM
Bias
0.001
2
26d ago
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