Task-Incremental Learning on Split-CIFAR10 M = 1k (test)
87.94AccuracyCOLD-ORACLE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| COLD-ORACLEMemory Buffer Size (M)=1k2026.06 | 87.94 | 5 | |
| ER-ACEMemory Buffer Size (M)=1k2026.06 | 86.11 | 2 | |
| COLDMemory Buffer Size (M)=1k2026.06 | 85.9 | 9 | |
| REFRESHMemory Buffer Size (M)=1k2026.06 | 85.87 | 3 | |
| DER++Memory Buffer Size (M)=1k2026.06 | 85.8 | 3 | |
| DERMemory Buffer Size (M)=1k2026.06 | 85.05 | 4 | |
| CBAMemory Buffer Size (M)=1k2026.06 | 84.53 | 0.6 | |
| A-GEMMemory Buffer Size (M)=1k2026.06 | 83.81 | 43 | |
| MERMemory Buffer Size (M)=1k2026.06 | 76.91 | 2 | |
| Fine-tuneMemory Buffer Size (M)=1k2026.06 | 76.7 | 22 | |
| NCCLMemory Buffer Size (M)=1k2026.06 | 71.9 | 24 | |
| EWCMemory Buffer Size (M)=1k2026.06 | 71.05 | 35 | |
| GDumbMemory Buffer Size (M)=1k2026.06 | 63.01 | — |