Synthetic Dynamic Simulation
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Counterfactual Prediction | Synthetic Dynamic Simulation dt=10 | RMSEy0.2215 | 5 | |
| Counterfactual Prediction | Synthetic Dynamic Simulation dt=8 | RMSE (y)0.3306 | 5 | |
| Counterfactual Prediction | Synthetic Dynamic Simulation dt=6 | RMSEy0.3538 | 5 | |
| Counterfactual Prediction | Synthetic Dynamic Simulation dt=4 | RMSE (y)0.2968 | 5 | |
| Counterfactual Prediction | Synthetic Dynamic Simulation dt=2 | RMSEy0.2288 | 5 | |
| Individual Treatment Effect (ITE) Estimation | Synthetic Dynamic Simulation N=1000, T=10, dt=10 1.0 (test) | PEHE0.0823 | 5 | |
| Individual Treatment Effect (ITE) Estimation | Synthetic Dynamic Simulation (N=1000, T=10, dt=8) 1.0 (test) | PEHE0.1548 | 5 | |
| Individual Treatment Effect (ITE) Estimation | Synthetic Dynamic Simulation (N=1000, T=10, dt=6) 1.0 (test) | PEHE0.118 | 5 | |
| Individual Treatment Effect (ITE) Estimation | Synthetic Dynamic Simulation (N=1000, T=10, dt=4) 1.0 (test) | PEHE0.1003 | 5 | |
| Individual Treatment Effect (ITE) Estimation | Synthetic Dynamic Simulation N=1000, T=10, dt=2 1.0 (test) | PEHE0.0293 | 5 |
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