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Treatment Effect Estimation on HC-MNIST

0.513rPEHE (Output)

Oracle

Updated 1mo ago

Evaluation Results

Method	Links
Oracle 2025.09		0.513
dOAR Dropout (p˜m; p = 0.3) 2025.09		0.687
dOAR Noise reg. (λ˜m; λ = 0.1) 2025.09		0.695
OAR Dropout (p˜m; p = 0.3) 2025.09		0.696
OAR Noise reg. (λ˜m; λ = 0.1) 2025.09		0.696
dOAR Dropout (p˜m; p = 0.3) 2025.09		0.705
dOAR Noise reg. (λ˜m; λ = 0.1) 2025.09		0.712
OAR Dropout (p˜m; p = 0.3) 2025.09		0.713
Trimming (t = 0.2) 2025.09		0.714
Balancing (α = 0.5; MMD) 2025.09		0.721
OAR Noise reg. (λ˜m; λ = 0.1) 2025.09		0.726
Trimming (t = 0.05) 2025.09		0.731
Trimming (t = 0.1) 2025.09		0.731
Trimming (t = 0.2) 2025.09		0.731
Trimming (t = 0.1) 2025.09		0.736
Trimming (t = 0.05) 2025.09		0.754
Balancing (α = 0.5; MMD) 2025.09		0.78
Balancing (α = 5.0; MMD) 2025.09		0.842
Balancing (α = 0.5; WM) 2025.09		0.908
Balancing (α = 0.5; WM) 2025.09		0.946
Balancing (α = 5.0; WM) 2025.09		1.124
Balancing (α = 5.0; WM) 2025.09		1.171
Balancing (α = 5.0; MMD) 2025.09		1.21