Online Class-Incremental Learning on Covertype K=6, d=54
5.8Memory (KB)NCM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NCMPareto-optimal=true, Note=ultra-fast2026.05 | 5.8 | 46,778 | |
| SLDAPareto-optimal=true, Note=fast+accurate2026.05 | 188.5 | 2,543 | |
| VFDT2026.05 | 305.5 | 1,179 | |
| SQDA2026.05 | 416.8 | 1,560 | |
| HATConfiguration=default drift-reset (D), Note=near-random2026.05 | 703.4 | 244 | |
| MIST-G2026.05 | 2,596.6 | 674 | |
| MIST-KPareto-optimal=true, Note=highest acc2026.05 | 2,596.6 | 43 | |
| ARF-NR2026.05 | 3,044.5 | 1,104 | |
| EFDTConfiguration=default drift-reset (D), Note=near-random2026.05 | 4,335.4 | 11 |