Spoken Digit Recognition on SHD
92.45AccuracyAdaptive axonal delay module
Evaluation results
| Method | Links | |
|---|---|---|
| Adaptive axonal delay moduleParams=0.11 MB, m=2, alpha_theta=5%2023.02 | 92.45 | |
| SNN with Time AttentionParams=0.12 MB2023.02 | 91.08 | |
| Spiking DMUSNN=Yes2025.12 | 90.98 | |
| TEFormer2026.01 | 90.19 | |
| TC-LIF (Rec)SNN=Yes2025.12 | 88.91 | |
| QKFormer2026.01 | 88.56 | |
| EPDMUSNN=No2025.12 | 86.48 | |
| TIM2026.01 | 85.24 | |
| Bi-PDMUSNN=No2025.12 | 84.94 | |
| PDMUSNN=No2025.12 | 84.57 | |
| RSNN with AdaptionParams=0.14 MB2023.02 | 84.4 | |
| Adaptive RSNNSNN=Yes2025.12 | 84.4 | |
| RSNNSNN=Yes2025.12 | 83.2 | |
| Skip DMU*SNN=Yes2025.12 | 82.41 | |
| LSTMSNN=No2025.12 | 79.9 | |
| FSNNSNN=Yes2025.12 | 48.1 |