Counterfactual outcome prediction on MIMIC III semi-synthetic (800/200/200)
0.2RMSECausal Transformer
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Causal Transformerrho=12025.12 | 0.2 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=12025.12 | 0.24 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=12025.12 | 0.25 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=12025.12 | 0.3 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=12025.12 | 0.34 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=22025.12 | 0.37 | — | — | — | — | — | — | — | — | — | — | |
| MSMrho=12025.12 | 0.37 | — | — | — | — | — | — | — | — | — | — | |
| Causal Transformerrho=22025.12 | 0.38 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=32025.12 | 0.4 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=42025.12 | 0.45 | — | — | — | — | — | — | — | — | — | — | |
| Causal Transformerrho=32025.12 | 0.45 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=22025.12 | 0.47 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=22025.12 | 0.48 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=52025.12 | 0.49 | — | — | — | — | — | — | — | — | — | — | |
| Causal Transformerrho=42025.12 | 0.49 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=62025.12 | 0.52 | — | — | — | — | — | — | — | — | — | — | |
| Causal Transformerrho=52025.12 | 0.52 | — | — | — | — | — | — | — | — | — | — | |
| Causal Transformerrho=62025.12 | 0.53 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=72025.12 | 0.55 | — | — | — | — | — | — | — | — | — | — | |
| Causal Transformerrho=72025.12 | 0.55 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=82025.12 | 0.56 | — | — | — | — | — | — | — | — | — | — | |
| Causal Transformerrho=82025.12 | 0.56 | — | — | — | — | — | — | — | — | — | — | |
| MSMrho=22025.12 | 0.57 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=92025.12 | 0.58 | — | — | — | — | — | — | — | — | — | — | |
| Causal Transformerrho=92025.12 | 0.58 | — | — | — | — | — | — | — | — | — | — | |
| Causal Transformerrho=102025.12 | 0.59 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=32025.12 | 0.59 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPCrho=102025.12 | 0.6 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=32025.12 | 0.6 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=42025.12 | 0.65 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=22025.12 | 0.67 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=52025.12 | 0.68 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=42025.12 | 0.7 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=62025.12 | 0.71 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=72025.12 | 0.72 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=82025.12 | 0.74 | — | — | — | — | — | — | — | — | — | — | |
| MSMrho=32025.12 | 0.74 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=92025.12 | 0.76 | — | — | — | — | — | — | — | — | — | — | |
| CRNrho=102025.12 | 0.78 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=52025.12 | 0.78 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=32025.12 | 0.83 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=62025.12 | 0.84 | — | — | — | — | — | — | — | — | — | — | |
| MSMrho=42025.12 | 0.88 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=72025.12 | 0.89 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=42025.12 | 0.94 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=82025.12 | 0.94 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=92025.12 | 0.97 | — | — | — | — | — | — | — | — | — | — | |
| RMSNrho=102025.12 | 1 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=52025.12 | 1.03 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=62025.12 | 1.1 | — | — | — | — | — | — | — | — | — | — | |
| MSMrho=52025.12 | 1.14 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=72025.12 | 1.16 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=82025.12 | 1.21 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=92025.12 | 1.25 | — | — | — | — | — | — | — | — | — | — | |
| G-Netrho=102025.12 | 1.29 | — | — | — | — | — | — | — | — | — | — | |
| MSMrho=62025.12 | 1.95 | — | — | — | — | — | — | — | — | — | — | |
| MSMrho=72025.12 | 3.44 | — | — | — | — | — | — | — | — | — | — | |
| Causal CPC2024.06 | — | 0.25 | 0.37 | 0.4 | 0.45 | 0.49 | 0.52 | 0.55 | 0.56 | 0.58 | 0.6 | |
| Causal CPCTraining sequence length=1002025.12 | — | 0.32 | 0.45 | 0.54 | 0.61 | 0.66 | 0.69 | 0.71 | 0.73 | 0.75 | 0.77 | |
| CRN2024.06 | — | 0.3 | 0.48 | 0.59 | 0.65 | 0.68 | 0.71 | 0.72 | 0.74 | 0.76 | 0.78 | |
| CRNTraining sequence length=1002025.12 | — | 0.27 | 0.45 | 0.58 | 0.72 | 0.82 | 0.92 | 1 | 1.06 | 1.12 | 1.17 | |
| CT2024.06 | — | 0.2 | 0.38 | 0.45 | 0.49 | 0.52 | 0.53 | 0.55 | 0.56 | 0.58 | 0.59 | |
| CTTraining sequence length=1002025.12 | — | 0.42 | 0.4 | 0.52 | 0.6 | 0.67 | 0.72 | 0.77 | 0.81 | 0.85 | 0.88 | |
| G-Net2024.06 | — | 0.34 | 0.67 | 0.83 | 0.94 | 1.03 | 1.1 | 1.16 | 1.21 | 1.25 | 1.29 | |
| G-NetTraining sequence length=1002025.12 | — | 0.54 | 0.72 | 0.85 | 0.96 | 1.05 | 1.14 | 1.24 | 1.33 | 1.41 | 1.49 | |
| MSM2024.06 | — | 0.37 | 0.57 | 0.74 | 0.88 | 1.14 | 1.95 | 3.44 | — | — | — | |
| RMSN2024.06 | — | 0.24 | 0.47 | 0.6 | 0.7 | 0.78 | 0.84 | 0.89 | 0.94 | 0.97 | 1 | |
| RMSNTraining sequence length=1002025.12 | — | 0.4 | 0.7 | 0.8 | 0.88 | 0.94 | 1 | 1.05 | 1.1 | 1.14 | 1.18 |