Regression on Cogni-e-Spin Dataset (80% uniform sampling)
0.55R^2CatBoost
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CatBoostSampling Strategy=80% Uniform2026.02 | 0.55 | 0.06 | 0.1 | 0.53 | |
| RFSampling Strategy=80% Uniform2026.02 | 0.51 | 0.06 | 0.11 | 0.56 | |
| XGBoostSampling Strategy=80% Uniform2026.02 | 0.45 | 0.07 | 0.12 | 0.59 | |
| CoSTCoSampling Strategy=80% Uniform2026.02 | 0.45 | 0.08 | 0.12 | 0.72 | |
| NeATSampling Strategy=80% Uniform2026.02 | 0.39 | 0.08 | 0.12 | 0.78 | |
| CPD-SSampling Strategy=80% Uniform2026.02 | 0.34 | 0.08 | 0.13 | 0.64 | |
| LRSampling Strategy=80% Uniform2026.02 | 0.22 | 0.1 | 0.14 | 0.81 | |
| GPSampling Strategy=80% Uniform2026.02 | 0.22 | 0.08 | 0.14 | 0.62 | |
| MLPSampling Strategy=80% Uniform2026.02 | 0.11 | 0.11 | 0.15 | 0.91 | |
| CPDSampling Strategy=80% Uniform2026.02 | -0.33 | 0.11 | 0.18 | 0.49 |