Continual Learning on CIFAR-100 Split
88.54Average Accuracy (AA)TreeLoRA
Evaluation results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TreeLoRATIME (s)=214 ± 42025.06 | 88.54 | — | — | — | — | — | — | — | — | — | — | 4.37 | — | — | |
| HiDeLoRATIME (s)=692 ± 72025.06 | 88.46 | — | — | — | — | — | — | — | — | — | — | 4.33 | — | — | |
| EWCTIME (s)=4091 ± 142025.06 | 84.79 | — | — | — | — | — | — | — | — | — | — | 5.22 | — | — | |
| HiDePromptTIME (s)=1205 ± 112025.06 | 83.71 | — | — | — | — | — | — | — | — | — | — | 5.34 | — | — | |
| L2PTIME (s)=1240 ± 122025.06 | 79.66 | — | — | — | — | — | — | — | — | — | — | 4.4 | — | — | |
| DualPromptTIME (s)=1173 ± 142025.06 | 78.83 | — | — | — | — | — | — | — | — | — | — | 4.89 | — | — | |
| GEMTIME (s)=22456 ± 312025.06 | 76.46 | — | — | — | — | — | — | — | — | — | — | 4.37 | — | — | |
| DNH-HOPE2025.11 | 71.6 | — | — | — | — | — | — | — | — | — | — | -11.1 | — | — | |
| Titans (LMM)2025.11 | 69.8 | — | — | — | — | — | — | — | — | — | — | -13.2 | — | — | |
| HOPE2025.11 | 68.4 | — | — | — | — | — | — | — | — | — | — | -15.3 | — | — | |
| DeltaNet2025.11 | 67.2 | — | — | — | — | — | — | — | — | — | — | -16.5 | — | — | |
| RetNet2025.11 | 66.3 | — | — | — | — | — | — | — | — | — | — | -17.9 | — | — | |
| Transformer++2025.11 | 65.1 | — | — | — | — | — | — | — | — | — | — | -18.7 | — | — | |
| DER++ + FPR-FullSetting=Split CIFAR-100 CL, budget=2002026.05 | 13.6 | — | — | — | — | — | — | — | — | — | — | 0.481 | 71.4 | 9.1 | |
| DER++Setting=Split CIFAR-100 CL2026.05 | 13.46 | — | — | — | — | — | — | — | — | — | — | — | 92.09 | 17.68 | |
| DER++Setting=Split CIFAR-100 CL, budget=2002026.05 | 12.5 | — | — | — | — | — | — | — | — | — | — | 0.538 | 98 | 16.6 | |
| SeqLoRATIME (s)=694 ± 82025.06 | 10.35 | — | — | — | — | — | — | — | — | — | — | 97.62 | — | — | |
| FPR-TrajSetting=Split CIFAR-100 CL2026.05 | 3.74 | — | — | — | — | — | — | — | — | — | — | — | 55.68 | 3.32 | |
| EWCBackbone=WRN-28x102026.02 | — | 19.4 | 18.2 | 14.5 | 24.7 | 21.6 | 18.7 | 20.9 | 15.9 | 22 | 13.5 | — | — | — | |
| OGDBackbone=Simple CNN2026.02 | — | 8.5 | 3.6 | 8 | 6.4 | 4.5 | 8.4 | 21.3 | 13.6 | 15.9 | 66 | — | — | — | |
| SFAOBackbone=Simple CNN2026.02 | — | 8.9 | 8.3 | 9.9 | 11.2 | 12.5 | 11.2 | 26.7 | 16.8 | 21.4 | 23.6 | — | — | — | |
| SGDBackbone=Simple CNN2026.02 | — | 10.1 | 10.1 | 8 | 9.6 | 10.4 | 10.1 | 10.9 | 9 | 11.4 | 12.3 | — | — | — | |
| SIBackbone=WRN-28x102026.02 | — | 12.2 | 14 | 19.1 | 14.4 | 16.9 | 32.3 | 28.4 | 31.5 | 37.8 | 43.6 | — | — | — |