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ResearchFormerly WizWand

Class-Incremental Continual Learning on CIFAR-10 Sequential

8.23ForgettingGCR
5.690422.832739.97557.1173Nov 18, 2021Jul 29, 2022Apr 8, 2023Dec 18, 2023Aug 27, 2024May 7, 2025Jan 16, 2026
Updated 8mo ago

Evaluation results

MethodLinks
GCRBuffer Size (K)=20002021.118.23
STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.0111.45
DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.0111.6
DERBuffer Size (K)=20002021.1112.92
snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.0113.39
snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=51202026.0113.46
DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.0113.47
STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.0113.85
snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=51202026.0115.61
ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=51202026.0117.15
snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.0118.78
GCRBuffer Size (K)=5002021.1119.27
snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=51202026.0119.37
snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=51202026.0119.83
DERBuffer Size (K)=5002021.1124.02
STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.0129.2
snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=5002026.0131.42
snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.0131.83
snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=5002026.0131.86
snn-DER++Network Type=SNN, Temporal steps (T)=4, Buffer size=2002026.0132.66
GCRBuffer Size (K)=2002021.1132.75
STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.0133.68
snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.0135.38
STAERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.0135.47
DERBuffer Size (K)=2002021.1135.79
DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.0136.41
snn-DERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.0138.55
STAERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.0141.91
snn-DER++Network Type=SNN, Temporal steps (T)=2, Buffer size=2002026.0142.41
DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.0144.23
ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=5002026.0144.66
snn-DERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.0147.8
DER++Network Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.0147.81
snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=5002026.0153.2
snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=5002026.0155.52
DERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.0155.85
ERNetwork Type=ANN, Temporal steps (T)=N/A, Buffer size=2002026.0163.11
snn-ERNetwork Type=SNN, Temporal steps (T)=4, Buffer size=2002026.0170.31
snn-ERNetwork Type=SNN, Temporal steps (T)=2, Buffer size=2002026.0171.72