Multi-label classification on CAL500 (Macro-AUC, Ranking-Loss)
58.84Macro-AUCML-Unc
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ML-UncModel framework=CLIF2026.05 | 58.84 | 0.2311 | |
| D2ACEModel framework=CLIF2026.05 | 58.79 | 0.2318 | |
| DIHCLModel framework=CLIF2026.05 | 58.69 | 0.23 | |
| RandomModel framework=CLIF2026.05 | 58.49 | 0.2318 | |
| BalanceModel framework=CLIF2026.05 | 58.27 | 0.231 | |
| ActiveModel framework=CLIF2026.05 | 58.26 | 0.2313 | |
| RecentModel framework=CLIF2026.05 | 58.18 | 0.2317 | |
| Hard-ImbModel framework=CLIF2026.05 | 58.07 | 0.2318 | |
| ML-UncBase Model=CLIF2026.05 | 0.5884 | — | |
| D2ACEBase Model=CLIF2026.05 | 0.5879 | — | |
| DIHCLBase Model=CLIF2026.05 | 0.5869 | — | |
| RandomBase Model=CLIF2026.05 | 0.5849 | — | |
| BalanceBase Model=CLIF2026.05 | 0.5827 | — | |
| ActiveBase Model=CLIF2026.05 | 0.5826 | — | |
| RecentBase Model=CLIF2026.05 | 0.5818 | — | |
| Hard-ImbBase Model=CLIF2026.05 | 0.5807 | — | |
| D2ACEBase Model=PACA2026.05 | 0.5657 | — | |
| RecentBase Model=PACA2026.05 | 0.5649 | — | |
| ML-UncBase Model=PACA2026.05 | 0.564 | — | |
| ActiveBase Model=PACA2026.05 | 0.5629 | — | |
| BalanceBase Model=PACA2026.05 | 0.5606 | — | |
| DIHCLBase Model=PACA2026.05 | 0.5592 | — | |
| RandomBase Model=PACA2026.05 | 0.5576 | — | |
| Hard-ImbBase Model=PACA2026.05 | 0.5574 | — | |
| D2ACEBase Model=DELA2026.05 | 0.5539 | — | |
| ML-UncBase Model=DELA2026.05 | 0.5531 | — | |
| ActiveBase Model=DELA2026.05 | 0.552 | — | |
| Hard-ImbBase Model=DELA2026.05 | 0.5517 | — | |
| RandomBase Model=DELA2026.05 | 0.5513 | — | |
| BalanceBase Model=DELA2026.05 | 0.5503 | — | |
| RecentBase Model=DELA2026.05 | 0.5492 | — | |
| DIHCLBase Model=DELA2026.05 | 0.5487 | — |