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ResearchFormerly WizWand

Continual Learning on MNIST 5 tasks (test)

1.4Average Forgetting RateGSA
0.1048.85217.626.348May 24, 2023
Updated 8mo ago

Evaluation results

MethodLinks
GSABuffer size M=1k2023.051.4
Rainbow-rtBuffer size M=1k2023.052.4
BiCBuffer size M=1k2023.052.5
GSABuffer size M=0.5k2023.052.5
SSILBuffer size M=0.5k2023.052.7
SSILBuffer size M=1k2023.052.8
Co2LBuffer size M=1k2023.053.1
BiCBuffer size M=0.5k2023.053.7
SCRBuffer size M=1k2023.054
IL2ABuffer size M=1k2023.054.1
Rainbow-rtBuffer size M=0.5k2023.054.7
SCRBuffer size M=0.5k2023.054.7
GDumbBuffer size M=1k2023.054.8
CCILBuffer size M=1k2023.054.8
MIRBuffer size M=1k2023.055.7
GDumbBuffer size M=0.5k2023.056.2
ER-AMLBuffer size M=1k2023.056.4
DER++Buffer size M=1k2023.056.6
ERBuffer size M=1k2023.056.7
Co2LBuffer size M=0.5k2023.057.1
IL2ABuffer size M=0.5k2023.057.2
DER++Buffer size M=0.5k2023.057.3
CCILBuffer size M=0.5k2023.057.7
LUCIRBuffer size M=1k2023.057.8
GSABuffer size M=0.1k2023.058.1
LUCIRBuffer size M=0.5k2023.058.5
IL2ABuffer size M=0.1k2023.058.7
MIRBuffer size M=0.5k2023.059
ERBuffer size M=0.5k2023.059.7
ER-AMLBuffer size M=0.5k2023.059.7
Rainbow-rtBuffer size M=0.1k2023.0510.1
GDumbBuffer size M=0.1k2023.0510.3
GSSBuffer size M=1k2023.0510.5
SCRBuffer size M=0.1k2023.0510.7
BiCBuffer size M=0.1k2023.0511.1
SSILBuffer size M=0.1k2023.0511.3
ASERBuffer size M=1k2023.0513.8
CCILBuffer size M=0.1k2023.0514.1
Co2LBuffer size M=0.1k2023.0514.7
GSSBuffer size M=0.5k2023.0517.8
LUCIRBuffer size M=0.1k2023.0520.3
MIRBuffer size M=0.1k2023.0522.3
ERBuffer size M=0.1k2023.0522.7
ER-AMLBuffer size M=0.1k2023.0523.1
ASERBuffer size M=0.5k2023.0524.8
DER++Buffer size M=0.1k2023.0525
GSSBuffer size M=0.1k2023.0526.1
AGEMBuffer size M=0.5k2023.0530.1
AGEMBuffer size M=1k2023.0532
AGEMBuffer size M=0.1k2023.0532.5
ASERBuffer size M=0.1k2023.0533.8