Multi-label classification on RCV subset2 (Macro-AUC, Ranking-Loss)
0.0505Ranking LossD2ACE
Evaluation results
| Method | Links | ||
|---|---|---|---|
| D2ACEBase Model=PACA2026.05 | 0.0505 | — | |
| RandomBase Model=PACA2026.05 | 0.0523 | — | |
| ActiveBase Model=PACA2026.05 | 0.0525 | — | |
| Hard-ImbBase Model=PACA2026.05 | 0.0526 | — | |
| ML-UncBase Model=PACA2026.05 | 0.0528 | — | |
| DIHCLBase Model=PACA2026.05 | 0.0532 | — | |
| BalanceBase Model=PACA2026.05 | 0.0544 | — | |
| RecentBase Model=PACA2026.05 | 0.0551 | — | |
| DIHCLBase Model=DELA2026.05 | 0.0593 | — | |
| RecentBase Model=DELA2026.05 | 0.0596 | — | |
| Hard-ImbBase Model=DELA2026.05 | 0.06 | — | |
| D2ACEBase Model=DELA2026.05 | 0.0603 | — | |
| ML-UncBase Model=DELA2026.05 | 0.0614 | — | |
| ActiveBase Model=DELA2026.05 | 0.0615 | — | |
| BalanceBase Model=DELA2026.05 | 0.0615 | — | |
| RandomBase Model=DELA2026.05 | 0.0621 | — | |
| D2ACEModel framework=CLIF2026.05 | 0.0675 | 92.38 | |
| D2ACEBase Model=CLIF2026.05 | 0.0675 | — | |
| RecentModel framework=CLIF2026.05 | 0.0694 | 92.22 | |
| ML-UncModel framework=CLIF2026.05 | 0.0694 | 92.23 | |
| RecentBase Model=CLIF2026.05 | 0.0694 | — | |
| ML-UncBase Model=CLIF2026.05 | 0.0694 | — | |
| DIHCLModel framework=CLIF2026.05 | 0.0696 | 92.32 | |
| BalanceModel framework=CLIF2026.05 | 0.0696 | 92.23 | |
| DIHCLBase Model=CLIF2026.05 | 0.0696 | — | |
| BalanceBase Model=CLIF2026.05 | 0.0696 | — | |
| Hard-ImbModel framework=CLIF2026.05 | 0.0698 | 92.17 | |
| Hard-ImbBase Model=CLIF2026.05 | 0.0698 | — | |
| ActiveModel framework=CLIF2026.05 | 0.0709 | 92.21 | |
| ActiveBase Model=CLIF2026.05 | 0.0709 | — | |
| RandomModel framework=CLIF2026.05 | 0.0719 | 92.11 | |
| RandomBase Model=CLIF2026.05 | 0.0719 | — |