Task-Incremental Learning on CIFAR10 Sequential
98.25Final Average AccuracyJOINT
Evaluation results
| Method | Links | |
|---|---|---|
| JOINTArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=Full Data2026.01 | 98.25 | |
| DER++Architecture=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 97.19 | |
| snn-JOINTArchitecture=SNN, Temporal steps (T)=4, Buffer size=Full Data2026.01 | 96.75 | |
| STAERArchitecture=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 96.24 | |
| DERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 96.2 | |
| snn-JOINTArchitecture=SNN, Temporal steps (T)=2, Buffer size=Full Data2026.01 | 96.05 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 95.03 | |
| STAERArchitecture=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 94.28 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 94.24 | |
| DER++Architecture=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 93.67 | |
| ERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=51202026.01 | 93.62 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 93.39 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 92.7 | |
| DERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 92.24 | |
| ERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=5002026.01 | 91.68 | |
| DER++Architecture=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 91.24 | |
| STAERArchitecture=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 90.95 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=4, Buffer size=51202026.01 | 90.92 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=2, Buffer size=51202026.01 | 90.51 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 90.22 | |
| DERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 90.21 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 89.38 | |
| STAERArchitecture=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 88.93 | |
| ERArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=2002026.01 | 88.32 | |
| STAERArchitecture=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 88.12 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 88.01 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 86.93 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 86.57 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 85.5 | |
| STAERArchitecture=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 84.62 | |
| snn-DER++Architecture=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 84.57 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=4, Buffer size=5002026.01 | 84.23 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=2, Buffer size=5002026.01 | 83.99 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=4, Buffer size=2002026.01 | 83.91 | |
| snn-DERArchitecture=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 83.49 | |
| snn-ERArchitecture=SNN, Temporal steps (T)=2, Buffer size=2002026.01 | 83.17 | |
| snn-SGDArchitecture=SNN, Temporal steps (T)=4, Buffer size=None2026.01 | 62.67 | |
| snn-SGDArchitecture=SNN, Temporal steps (T)=2, Buffer size=None2026.01 | 59.37 | |
| SGDArchitecture=ANN, Temporal steps (T)=N/A, Buffer size=None2026.01 | 55.15 |