Causal Evaluation on Frugal DGP4 Simulator: FrugalParam Sim4(u) (synthetic)
2.26SWDX (Lin)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| X (Lin)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 2.26 | 0.196 | |
| X (GBT)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 2.26 | 0.219 | |
| DML (Lin)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 2.26 | 0.711 | |
| DML (GBT)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 2.26 | 10.531 | |
| DR (Lin)Distribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 2.26 | 0.04 | |
| BARTDistribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 2.26 | 0.103 | |
| TMLEDistribution=Posterior, DGP Param(s)=θ = {τ, ρ}2025.09 | 2.26 | 2.554 | |
| X (Lin)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 4.84 | 0.277 | |
| X (GBT)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 4.84 | 0.304 | |
| DML (Lin)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 4.84 | 5.144 | |
| DML (GBT)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 4.84 | 34.767 | |
| DR (Lin)Distribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 4.84 | 0.374 | |
| BARTDistribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 4.84 | 0.585 | |
| TMLEDistribution=Prior, DGP Param(s)=θ = {τ, ρ}2025.09 | 4.84 | 4.809 |