Time Series Classification on BLINK (test)
96.8AccuracyPARALESN
Evaluation Results
| Method | Links | |
|---|---|---|
| PARALESNNumber of recurrent neurons=1024, Architecture=Shallow2026.01 | 96.8 | |
| PARALESN (DEEP)Number of recurrent neurons=1024, Architecture=Deep2026.01 | 96.5 | |
| ESN (DEEP)Number of recurrent neurons=1024, Architecture=Deep2026.01 | 86.5 | |
| ResRMNIRecurrent Matrix=Identity2025.08 | 82 | |
| ResESNIRecurrent Matrix=Identity2025.08 | 80 | |
| RMN2025.08 | 73 | |
| ESNNumber of recurrent neurons=1024, Architecture=Shallow2026.01 | 68.9 | |
| ResRMNRRecurrent Matrix=Random2025.08 | 68.2 | |
| LeakyESN2025.08 | 66.5 | |
| ResRMNCRecurrent Matrix=Circular2025.08 | 63.7 | |
| ResESNRRecurrent Matrix=Random2025.08 | 59 | |
| ResESNCRecurrent Matrix=Circular2025.08 | 58.2 |