Keyword Classification on GSC v1.0 (test)
5,120Number of SpikescAdLIF
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| cAdLIFNb. steps=100, # Params=0.3M, # Buffer size=3k2026.02 | 5,120 | 94.67 | — | |
| SiLIFNb. steps=98, # Params=0.3M, # Buffer size=3k2026.02 | 6,600 | — | — | |
| d-cAdLIF (synaptic delays)Nb. steps=100, # Params=0.61M, # Buffer size=12M (12M)2026.02 | 6,860 | — | — | |
| DCLS-Synaptic-DelaysNb. steps=100, # Params=1.2M, # Buffer size=24M (24M)2026.02 | 12,000 | — | — | |
| DCLS-Synaptic-Delays*Nb. steps=100, # Params=1.13M, # Buffer size=12M (12M), dmax=152026.02 | 12,120 | — | — | |
| DCLS-Axonal-DelaysNb. steps=100, # Params=0.56M, # Buffer size=40k (40k), dmax=152026.02 | 12,690 | — | — | |
| DCLS-Axonal-DelaysNb. steps=100, # Params=0.56M, # Buffer size=55k (55k), dmax=312026.02 | 13,970 | — | — | |
| DCLS-Axonal-DelaysNb. steps=100, # Params=0.56M, # Buffer size=32k (32k), delay sparsity (η)=0.82026.02 | 14,090 | — | — | |
| DCLS-Axonal-DelaysNb. steps=100, # Params=0.33M, # Buffer size=32k (32k), delay sparsity (η)=0.8, weight sparsity (κ)=0.62026.02 | 14,980 | — | — | |
| DCLS-Dendritic-DelaysNb. steps=100, # Params=0.56M, # Buffer size=88k (265k), dmax=152026.02 | 15,150 | — | — | |
| DCLS-Dendritic-DelaysNb. steps=100, # Params=0.56M, # Buffer size=151k (505k), dmax=312026.02 | 16,620 | — | — | |
| DCLS-Axonal-DelaysNb. steps=100, # Params=0.56M, # Buffer size=50k (50k), delay sparsity (η)=0.8, weight sparsity (κ)=0.6, H=8162026.02 | 20,490 | — | — |