Data Valuation on UCI Adult (train)
0.25p1HCDV
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| HCDVDownstream model=Logistic regression2025.12 | 0.25 | 0.27 | 0.15 | 0.21 | 0.22 | 0.94 | 0.11 | 3.8 | |
| MCDSDownstream model=Logistic regression2025.12 | 0.23 | 0.26 | 0.16 | 0.18 | 0.17 | 0.89 | 0.16 | 32.5 | |
| GS-ShapleyDownstream model=Logistic regression2025.12 | 0.22 | 0.24 | 0.17 | 0.19 | 0.18 | 0.77 | 0.14 | 6.4 | |
| Equal SplitDownstream model=Logistic regression2025.12 | 0.2 | 0.2 | 0.2 | 0.2 | 0.2 | 0 | 0 | 0.1 | |
| RandomDownstream model=Logistic regression2025.12 | 0.18 | 0.21 | 0.23 | 0.19 | 0.19 | 0.12 | 0.08 | 0.1 |