Time series classification on sMNIST (test)
98.5AccuracyLRU
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LRUParams.=≈ 160k2026.01 | 98.5 | 29.1 | 0.18 | 0.57 | |
| TRANSFORMERParams.=≈ 160k2026.01 | 98.4 | 141 | 0.6 | 1.81 | |
| MAMBAParams.=≈ 200k2026.01 | 98.4 | 22.87 | 0.19 | 0.57 | |
| LSTMParams.=≈ 160k2026.01 | 97.5 | 80.8 | 0.34 | 1.02 | |
| PARALESN (DEEP)Params.=≈ 160k2026.01 | 97.2 | 3.3 | 0.02 | 0.05 | |
| PARALESNParams.=≈ 160k2026.01 | 96.2 | 2.7 | 0.01 | 0.04 | |
| ESN (DEEP)Params.=≈ 160k2026.01 | 91.4 | 8.8 | 0.04 | 0.13 | |
| ESNParams.=≈ 160k2026.01 | 82.5 | 4.3 | 0.02 | 0.07 |