Image Classification on CTrL stream last 40 tasks S_long (test)
70.8Average AccuracyMCW
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| MCWscenario=white-box, source sampler=k-NN2025.08 | 70.8 | 66.59 | 72.89 | 72.91 | |
| Model Recycling Frameworkscenario=white-box, distance correlation loss (LDC)=true, hyperparameter grid search=true2025.08 | 68.73 | 67.26 | 70.24 | 68.71 | |
| Multi-source SVMscenario=white-box, source sampler=k-NN2025.08 | 57.92 | 68.48 | 56.96 | 48.33 | |
| Model Recycling Frameworkscenario=white-box, distance correlation loss (LDC)=true2025.08 | 54.87 | 56.48 | 55.35 | 52.79 | |
| Model Recycling Frameworkscenario=white-box, distance correlation loss (LDC)=false2025.08 | 54.54 | 56.4 | 55.13 | 52.09 | |
| Finetune Sourcescenario=white-box2025.08 | 54.26 | — | — | — | |
| MCWscenario=white-box2025.08 | 47.28 | 42.73 | 45.02 | 54.09 | |
| Independentscenario=white-box2025.08 | 45.77 | — | — | — | |
| DECISIONscenario=white-box, source sampler=k-NN2025.08 | 44.49 | 42.56 | 45.24 | 45.68 | |
| Cross-dataset soupscenario=white-box2025.08 | 43.66 | 47.73 | 43.83 | 39.43 | |
| DATE (SHOT)scenario=white-box, source sampler=k-NN2025.08 | 43 | 42.45 | 43.72 | 42.84 | |
| Model stackingscenario=white-box2025.08 | 36.95 | 42.53 | 34.02 | 34.31 | |
| Multi-source SVMscenario=white-box2025.08 | 33.08 | 44.34 | 28.21 | 26.59 |