Counterfactual Outcome Estimation on Tumor Growth tau=2 synthetic (test)
3.13RMSEIGC-Net
Evaluation results
| Method | Links | ||
|---|---|---|---|
| IGC-NetConfounding strength (gamma)=10, Prediction horizon (tau)=22024.05 | 3.13 | 6.4 | |
| IGC-NetConfounding strength (gamma)=11, Prediction horizon (tau)=22024.05 | 3.16 | 7.3 | |
| IGC-NetConfounding strength (gamma)=13, Prediction horizon (tau)=22024.05 | 3.27 | 12.9 | |
| IGC-NetConfounding strength (gamma)=14, Prediction horizon (tau)=22024.05 | 3.3 | 15 | |
| IGC-NetConfounding strength (gamma)=12, Prediction horizon (tau)=22024.05 | 3.31 | 7.9 | |
| RMSNsConfounding strength (gamma)=10, Prediction horizon (tau)=22024.05 | 3.34 | — | |
| RMSNsConfounding strength (gamma)=11, Prediction horizon (tau)=22024.05 | 3.41 | — | |
| IGC-NetConfounding strength (gamma)=18, Prediction horizon (tau)=22024.05 | 3.41 | 17.4 | |
| CTConfounding strength (gamma)=10, Prediction horizon (tau)=22024.05 | 3.44 | — | |
| IGC-NetConfounding strength (gamma)=15, Prediction horizon (tau)=22024.05 | 3.49 | 9.9 | |
| IGC-NetConfounding strength (gamma)=17, Prediction horizon (tau)=22024.05 | 3.5 | 13.1 | |
| G-NetConfounding strength (gamma)=10, Prediction horizon (tau)=22024.05 | 3.51 | — | |
| IGC-NetConfounding strength (gamma)=16, Prediction horizon (tau)=22024.05 | 3.53 | 12.9 | |
| IGC-NetConfounding strength (gamma)=19, Prediction horizon (tau)=22024.05 | 3.59 | 14.8 | |
| CTConfounding strength (gamma)=12, Prediction horizon (tau)=22024.05 | 3.6 | — | |
| RMSNsConfounding strength (gamma)=12, Prediction horizon (tau)=22024.05 | 3.61 | — | |
| CTConfounding strength (gamma)=11, Prediction horizon (tau)=22024.05 | 3.7 | — | |
| G-NetConfounding strength (gamma)=11, Prediction horizon (tau)=22024.05 | 3.71 | — | |
| IGC-NetConfounding strength (gamma)=20, Prediction horizon (tau)=22024.05 | 3.71 | 12.5 | |
| RMSNsConfounding strength (gamma)=13, Prediction horizon (tau)=22024.05 | 3.76 | — | |
| G-NetConfounding strength (gamma)=12, Prediction horizon (tau)=22024.05 | 3.8 | — | |
| CTConfounding strength (gamma)=13, Prediction horizon (tau)=22024.05 | 3.87 | — | |
| CTConfounding strength (gamma)=15, Prediction horizon (tau)=22024.05 | 3.87 | — | |
| CTConfounding strength (gamma)=14, Prediction horizon (tau)=22024.05 | 3.88 | — | |
| G-NetConfounding strength (gamma)=13, Prediction horizon (tau)=22024.05 | 3.89 | — | |
| G-NetConfounding strength (gamma)=14, Prediction horizon (tau)=22024.05 | 3.91 | — | |
| RMSNsConfounding strength (gamma)=14, Prediction horizon (tau)=22024.05 | 3.92 | — | |
| G-NetConfounding strength (gamma)=15, Prediction horizon (tau)=22024.05 | 3.94 | — | |
| CTConfounding strength (gamma)=17, Prediction horizon (tau)=22024.05 | 4.04 | — | |
| CRNConfounding strength (gamma)=10, Prediction horizon (tau)=22024.05 | 4.05 | — | |
| G-NetConfounding strength (gamma)=16, Prediction horizon (tau)=22024.05 | 4.05 | — | |
| TE-CDEConfounding strength (gamma)=10, Prediction horizon (tau)=22024.05 | 4.08 | — | |
| G-NetConfounding strength (gamma)=17, Prediction horizon (tau)=22024.05 | 4.09 | — | |
| CTConfounding strength (gamma)=18, Prediction horizon (tau)=22024.05 | 4.13 | — | |
| TE-CDEConfounding strength (gamma)=11, Prediction horizon (tau)=22024.05 | 4.21 | — | |
| G-NetConfounding strength (gamma)=19, Prediction horizon (tau)=22024.05 | 4.21 | — | |
| RMSNsConfounding strength (gamma)=15, Prediction horizon (tau)=22024.05 | 4.22 | — | |
| G-NetConfounding strength (gamma)=18, Prediction horizon (tau)=22024.05 | 4.22 | — | |
| G-NetConfounding strength (gamma)=20, Prediction horizon (tau)=22024.05 | 4.24 | — | |
| RMSNsConfounding strength (gamma)=16, Prediction horizon (tau)=22024.05 | 4.3 | — | |
| CTConfounding strength (gamma)=19, Prediction horizon (tau)=22024.05 | 4.3 | — | |
| TE-CDEConfounding strength (gamma)=17, Prediction horizon (tau)=22024.05 | 4.31 | — | |
| TE-CDEConfounding strength (gamma)=12, Prediction horizon (tau)=22024.05 | 4.33 | — | |
| TE-CDEConfounding strength (gamma)=14, Prediction horizon (tau)=22024.05 | 4.39 | — | |
| TE-CDEConfounding strength (gamma)=18, Prediction horizon (tau)=22024.05 | 4.44 | — | |
| CRNConfounding strength (gamma)=19, Prediction horizon (tau)=22024.05 | 4.47 | — | |
| RMSNsConfounding strength (gamma)=19, Prediction horizon (tau)=22024.05 | 4.47 | — | |
| TE-CDEConfounding strength (gamma)=13, Prediction horizon (tau)=22024.05 | 4.48 | — | |
| RMSNsConfounding strength (gamma)=17, Prediction horizon (tau)=22024.05 | 4.48 | — | |
| CTConfounding strength (gamma)=20, Prediction horizon (tau)=22024.05 | 4.49 | — | |
| RMSNsConfounding strength (gamma)=18, Prediction horizon (tau)=22024.05 | 4.6 | — | |
| TE-CDEConfounding strength (gamma)=19, Prediction horizon (tau)=22024.05 | 4.61 | — | |
| RMSNsConfounding strength (gamma)=20, Prediction horizon (tau)=22024.05 | 4.62 | — | |
| TE-CDEConfounding strength (gamma)=15, Prediction horizon (tau)=22024.05 | 4.67 | — | |
| TE-CDEConfounding strength (gamma)=20, Prediction horizon (tau)=22024.05 | 4.72 | — | |
| CRNConfounding strength (gamma)=20, Prediction horizon (tau)=22024.05 | 4.8 | — | |
| CRNConfounding strength (gamma)=15, Prediction horizon (tau)=22024.05 | 4.84 | — | |
| TE-CDEConfounding strength (gamma)=16, Prediction horizon (tau)=22024.05 | 4.84 | — | |
| CRNConfounding strength (gamma)=13, Prediction horizon (tau)=22024.05 | 4.98 | — | |
| CRNConfounding strength (gamma)=18, Prediction horizon (tau)=22024.05 | 5.08 | — | |
| CRNConfounding strength (gamma)=17, Prediction horizon (tau)=22024.05 | 5.09 | — | |
| CRNConfounding strength (gamma)=14, Prediction horizon (tau)=22024.05 | 5.24 | — | |
| CTConfounding strength (gamma)=16, Prediction horizon (tau)=22024.05 | 5.26 | — | |
| G-transformerConfounding strength (gamma)=12, Prediction horizon (tau)=22024.05 | 5.32 | — | |
| CRNConfounding strength (gamma)=16, Prediction horizon (tau)=22024.05 | 5.41 | — | |
| G-transformerConfounding strength (gamma)=10, Prediction horizon (tau)=22024.05 | 5.42 | — | |
| CRNConfounding strength (gamma)=11, Prediction horizon (tau)=22024.05 | 5.45 | — | |
| G-transformerConfounding strength (gamma)=14, Prediction horizon (tau)=22024.05 | 5.46 | — | |
| G-transformerConfounding strength (gamma)=11, Prediction horizon (tau)=22024.05 | 5.5 | — | |
| G-transformerConfounding strength (gamma)=13, Prediction horizon (tau)=22024.05 | 5.65 | — | |
| G-transformerConfounding strength (gamma)=18, Prediction horizon (tau)=22024.05 | 5.67 | — | |
| G-transformerConfounding strength (gamma)=16, Prediction horizon (tau)=22024.05 | 5.76 | — | |
| G-transformerConfounding strength (gamma)=17, Prediction horizon (tau)=22024.05 | 5.76 | — | |
| G-transformerConfounding strength (gamma)=15, Prediction horizon (tau)=22024.05 | 5.81 | — | |
| G-transformerConfounding strength (gamma)=20, Prediction horizon (tau)=22024.05 | 6 | — | |
| G-transformerConfounding strength (gamma)=19, Prediction horizon (tau)=22024.05 | 6.09 | — | |
| CRNConfounding strength (gamma)=12, Prediction horizon (tau)=22024.05 | 6.17 | — |