Counterfactual Prediction (ATE Error) on Synthetic Dataset
0.0001ATE ErrorSICE
Evaluation Results
| Method | Links | |
|---|---|---|
| SICETreatment dimensions (dt)=102025.10 | 0.0001 | |
| DragonNet-GPSTreatment dimensions (dt)=122025.10 | 0.0001 | |
| SICETreatment dimensions (dt)=142025.10 | 0.0005 | |
| SICETreatment dimensions (dt)=22025.10 | 0.0006 | |
| TARNetTreatment dimensions (dt)=122025.10 | 0.0006 | |
| CFR-WassTreatment dimensions (dt)=52025.10 | 0.0008 | |
| SICETreatment dimensions (dt)=162025.10 | 0.0012 | |
| GRLTreatment dimensions (dt)=102025.10 | 0.0013 | |
| SICETreatment dimensions (dt)=52025.10 | 0.0019 | |
| TARNetTreatment dimensions (dt)=52025.10 | 0.0022 | |
| CFR-WassTreatment dimensions (dt)=142025.10 | 0.0029 | |
| GRLTreatment dimensions (dt)=52025.10 | 0.0043 | |
| TARNetTreatment dimensions (dt)=22025.10 | 0.0054 | |
| CFR-HSICTreatment dimensions (dt)=22025.10 | 0.0054 | |
| CFR-HSICTreatment dimensions (dt)=102025.10 | 0.0068 | |
| SICETreatment dimensions (dt)=182025.10 | 0.0069 | |
| DragonNet-GPSTreatment dimensions (dt)=52025.10 | 0.0076 | |
| CFR-WassTreatment dimensions (dt)=122025.10 | 0.008 | |
| CFR-HSICTreatment dimensions (dt)=52025.10 | 0.0081 | |
| CFR-WassTreatment dimensions (dt)=22025.10 | 0.0086 | |
| CFR-WassTreatment dimensions (dt)=162025.10 | 0.0088 | |
| TARNetTreatment dimensions (dt)=102025.10 | 0.0089 | |
| DragonNet-GPSTreatment dimensions (dt)=22025.10 | 0.0099 | |
| GRLTreatment dimensions (dt)=22025.10 | 0.0099 | |
| GRLTreatment dimensions (dt)=142025.10 | 0.0116 | |
| DragonNet-GPSTreatment dimensions (dt)=142025.10 | 0.0128 | |
| CFR-HSICTreatment dimensions (dt)=162025.10 | 0.0131 | |
| GRLTreatment dimensions (dt)=182025.10 | 0.0131 | |
| TARNetTreatment dimensions (dt)=142025.10 | 0.0133 | |
| CFR-HSICTreatment dimensions (dt)=122025.10 | 0.0133 | |
| SICETreatment dimensions (dt)=122025.10 | 0.0141 | |
| GRLTreatment dimensions (dt)=162025.10 | 0.0149 | |
| GRLTreatment dimensions (dt)=122025.10 | 0.0169 | |
| DragonNet-GPSTreatment dimensions (dt)=182025.10 | 0.0179 | |
| CFR-WassTreatment dimensions (dt)=182025.10 | 0.0187 | |
| DragonNet-GPSTreatment dimensions (dt)=102025.10 | 0.0196 | |
| TARNetTreatment dimensions (dt)=162025.10 | 0.021 | |
| CFR-HSICTreatment dimensions (dt)=182025.10 | 0.0211 | |
| CFR-WassTreatment dimensions (dt)=102025.10 | 0.0213 | |
| DragonNet-GPSTreatment dimensions (dt)=162025.10 | 0.0219 | |
| CFR-HSICTreatment dimensions (dt)=142025.10 | 0.0326 | |
| TARNetTreatment dimensions (dt)=182025.10 | 0.0406 |