Surrogate Modeling on Cogni-e-Spin Dataset biased sampling
0.43R^2CoSTCo
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CoSTCoSampling Strategy=Biased2026.02 | 0.43 | 0.12 | 0.17 | 1.19 | |
| RFSampling Strategy=Biased2026.02 | 0.38 | 0.12 | 0.18 | 1.13 | |
| XGBoostSampling Strategy=Biased2026.02 | 0.38 | 0.12 | 0.18 | 0.95 | |
| CatBoostSampling Strategy=Biased2026.02 | 0.36 | 0.13 | 0.18 | 1.17 | |
| NeATSampling Strategy=Biased2026.02 | 0.34 | 0.14 | 0.18 | 1.39 | |
| LRSampling Strategy=Biased2026.02 | 0.24 | 0.15 | 0.2 | 1.38 | |
| CPD-SSampling Strategy=Biased2026.02 | -0.02 | 0.16 | 0.23 | 1.28 | |
| MLPSampling Strategy=Biased2026.02 | -0.05 | 0.18 | 0.23 | 1.66 | |
| GPSampling Strategy=Biased2026.02 | -0.21 | 0.16 | 0.25 | 1.17 | |
| CPDSampling Strategy=Biased2026.02 | -0.79 | 0.22 | 0.3 | 0.86 |