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ResearchFormerly WizWand

Ranking past classes by forgetting on CIFAR-100 (incremental)

0.91Spearman's RhoLast-Layer Imbalanced Forgetting Coefficients
0.36920.50960.650.7904May 14, 2026
Updated 6mo ago

Evaluation results

MethodLinks
Last-Layer Imbalanced Forgetting CoefficientsIncremental Step=2, Subset={10%, 20%}, Evaluation Protocol=SW-LOO2026.050.91
Last-Layer Imbalanced Forgetting CoefficientsIncremental Step=2, Evaluation Protocol=SW-LOO2026.050.9
Last-Layer Imbalanced Forgetting CoefficientsIncremental Step=3, Evaluation Protocol=SW-LOO2026.050.88
New-Dataset Interference Coefficient (NIC)Incremental Step=2, Subset={10%, 20%}2026.050.75
New-Dataset Interference Coefficient (NIC)Incremental Step=22026.050.74
LOG-SIMIncremental Step=2, Subset={10%, 20%}2026.050.67
New-Dataset Interference Coefficient (NIC)Incremental Step=32026.050.65
LOG-SIMIncremental Step=22026.050.63
LOG-SIMIncremental Step=32026.050.39