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ResearchFormerly WizWand

Continual Learning on TinyImageNet 100 tasks (test)

11.7Average Forgetting RateGDumb
9.01227.15645.363.444May 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GDumbBuffer size M=10k2023.0511.7
GDumbBuffer size M=4k2023.0514.6
SCRBuffer size M=10k2023.0514.9
SCRBuffer size M=4k2023.0515.4
GDumbBuffer size M=2k2023.0515.9
GSABuffer size M=10k2023.0516.9
SCRBuffer size M=2k2023.0519.4
Rainbow-rtBuffer size M=10k2023.0520
Rainbow-rtBuffer size M=4k2023.0523.2
BiCBuffer size M=10k2023.0524.9
Rainbow-rtBuffer size M=2k2023.0525.5
GSABuffer size M=4k2023.0525.8
SSILBuffer size M=10k2023.0529
BiCBuffer size M=4k2023.0532.9
GSABuffer size M=2k2023.0535.5
SSILBuffer size M=4k2023.0536.6
LUCIRBuffer size M=10k2023.0537.6
ER-AMLBuffer size M=10k2023.0541
LUCIRBuffer size M=4k2023.0542.2
Co2LBuffer size M=10k2023.0542.5
ER-AMLBuffer size M=4k2023.0543.2
BiCBuffer size M=2k2023.0543.5
SSILBuffer size M=2k2023.0544.4
LUCIRBuffer size M=2k2023.0546.4
ER-AMLBuffer size M=2k2023.0547.4
CCILBuffer size M=10k2023.0548.9
Co2LBuffer size M=4k2023.0552.5
DER++Buffer size M=10k2023.0555.2
CCILBuffer size M=4k2023.0556.2
IL2ABuffer size M=10k2023.0557.6
CCILBuffer size M=2k2023.0559.4
MIRBuffer size M=10k2023.0559.5
IL2ABuffer size M=4k2023.0560.1
Co2LBuffer size M=2k2023.0560.5
MIRBuffer size M=4k2023.0560.9
MIRBuffer size M=2k2023.0561.1
ASERBuffer size M=10k2023.0562.2
DER++Buffer size M=4k2023.0563.6
ASERBuffer size M=4k2023.0564.2
IL2ABuffer size M=2k2023.0565.5
ASERBuffer size M=2k2023.0565.7
ERBuffer size M=4k2023.0566.2
ERBuffer size M=10k2023.0567.2
DER++Buffer size M=2k2023.0567.2
ERBuffer size M=2k2023.0568.2
GSSBuffer size M=10k2023.0571.5
GSSBuffer size M=4k2023.0572.6
GSSBuffer size M=2k2023.0572.8
AGEMBuffer size M=2k2023.0573.9
AGEMBuffer size M=10k2023.0574.1
AGEMBuffer size M=4k2023.0578.9