Causal Evaluation on Frugal DGP4 Simulator FrugalFlows Sim4(u) (synthetic)
0.3SWDX (Lin)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| X (Lin)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 0.3 | 0.315 | |
| X (GBT)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 0.3 | 0.414 | |
| DML (Lin)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 0.3 | 0.438 | |
| DML (GBT)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 0.3 | 12.743 | |
| DR (Lin)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 0.3 | 0.628 | |
| BARTDistribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 0.3 | 0.708 | |
| TMLEDistribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 0.3 | 21.787 | |
| X (Lin)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 3.33 | 1.97 | |
| X (GBT)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 3.33 | 2.187 | |
| DML (Lin)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 3.33 | 1.225 | |
| DML (GBT)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 3.33 | 16.568 | |
| DR (Lin)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 3.33 | 1,000,000 | |
| BARTDistribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 3.33 | 2.447 | |
| TMLEDistribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 3.33 | 48.568 |