Spiking Auditory Classification on SSC (test)
82.58AccuracyDelRec (rec. delays only)
Evaluation Results
| Method | Links | |
|---|---|---|
| DelRec (rec. delays only)Recurrent connections=Yes, Network-level delay=Yes, Temporal resolution=5.6 ms, Number of parameters=0.37 M2026.05 | 82.58 | |
| C-SiLIFRecurrent connections=No, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=0.35 M, Learnable discretization timestep=Yes2026.05 | 81.59 | |
| DH-SFNNRecurrent connections=No, Network-level delay=No, Temporal resolution=1 ms, Number of parameters=0.27 M2026.05 | 81.03 | |
| DCLS-Delays (3L-2KC)Recurrent connections=No, Network-level delay=Yes, Temporal resolution=10 ms, Number of parameters=2.5 M2026.05 | 80.69 | |
| SE-adLIFRecurrent connections=Yes, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=1.6 M2026.05 | 80.44 | |
| S5-RFRecurrent connections=Yes, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=1.75 M2026.05 | 78.8 | |
| FiTSRecurrent connections=No, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=0.35 M2026.05 | 78.23 | |
| cAdLIFRecurrent connections=No, Network-level delay=No, Temporal resolution=10 ms, Number of parameters=0.35 M2026.05 | 77.5 | |
| RadLIFRecurrent connections=Yes, Network-level delay=No, Temporal resolution=10 ms, Number of parameters=3.9 M2026.05 | 77.4 | |
| Plain LIFRecurrent connections=No, Network-level delay=No, Temporal resolution=4 ms, Number of parameters=0.35 M2026.05 | 69.17 | |
| TC-LIFRecurrent connections=No, Network-level delay=No, Temporal resolution=5.6 ms, Number of parameters=0.11 M2026.05 | 63.46 |