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ResearchFormerly WizWand

Class-Incremental Learning on Sequential-MNIST (Forgetting)

0.04ForgettingDER++
-0.53443.34287.2211.0972Jan 16, 2026
Updated 8mo ago

Evaluation results

MethodLinks
DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.010.04
STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.010.44
DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.010.66
STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.010.67
snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=51202026.010.8
snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.010.92
STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.010.94
snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=51202026.011.05
snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=5002026.011.44
ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.011.46
DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.011.57
STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.011.7
snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.011.77
snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.011.82
snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=5002026.011.92
DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.011.94
snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.012.08
STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.012.14
snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.012.27
DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.014.04
STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.014.05
snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.014.23
snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=2002026.014.27
DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.014.46
snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.014.82
snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.014.88
snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=2002026.015.07
ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.015.33
snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.016.03
ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.016.1
snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.016.97
snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.0110.16
snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.0114.4