Multi-label Classification on 13 Multi-label Tabular Datasets (stratified 5-fold CV)
7.08Macro-AUCBase
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BaseBase Model=CLIF2026.05 | 7.08 | 6.62 | 6.85 | |
| BaseBase Model=DELA2026.05 | 6.46 | 6.46 | 5.77 | |
| ActiveBase Model=CLIF2026.05 | 5.77 | 4.69 | 4.85 | |
| RandomBase Model=CLIF2026.05 | 5.54 | 5.08 | 5.77 | |
| ActiveBase Model=DELA2026.05 | 5.38 | 3.23 | 5.46 | |
| BaseBase Model=PACA2026.05 | 5.31 | 5.54 | 5.69 | |
| RecentBase Model=DELA2026.05 | 5.31 | 5.92 | 4.92 | |
| RecentBase Model=PACA2026.05 | 5.31 | 5.38 | 4.92 | |
| BalanceBase Model=CLIF2026.05 | 5.23 | 5.31 | 4.92 | |
| BalanceBase Model=PACA2026.05 | 5.23 | 4 | 3.38 | |
| DIHCLBase Model=DELA2026.05 | 4.92 | 5.38 | 4.77 | |
| RandomBase Model=DELA2026.05 | 4.85 | 4.77 | 4.85 | |
| RandomBase Model=PACA2026.05 | 4.69 | 5.54 | 5.31 | |
| ActiveBase Model=PACA2026.05 | 4.69 | 5.69 | 5.54 | |
| DIHCLBase Model=PACA2026.05 | 4.38 | 3.77 | 4.77 | |
| DIHCLBase Model=CLIF2026.05 | 4.15 | 5.31 | 4.31 | |
| Hard-ImbBase Model=PACA2026.05 | 4 | 4.31 | 3.85 | |
| BalanceBase Model=DELA2026.05 | 3.92 | 4 | 3.62 | |
| ML-UncBase Model=CLIF2026.05 | 3.54 | 4 | — | |
| RecentBase Model=CLIF2026.05 | 3.08 | 3 | 3.54 | |
| ML-UncBase Model=DELA2026.05 | 2.92 | — | — | |
| D2ACEBase Model=PACA2026.05 | 2.15 | 1.69 | 2.08 | |
| D2ACEBase Model=DELA2026.05 | 2 | 1.92 | 1.46 | |
| D2ACEBase Model=CLIF2026.05 | 1.31 | 1.69 | 1.69 | |
| Hard-ImbBase Model=CLIF2026.05 | — | — | 3 | |
| Hard-ImbBase Model=DELA2026.05 | — | 4.23 | 4.46 |