Time-Series Classification on 24 UCR/UEA datasets (test)
73.6AccuracyChronicle Stage 1
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Chronicle Stage 1Category=Chronicle, Training Protocol=Linear probe on frozen embeddings2026.05 | 73.6 | 71.2 | |
| Chronicle Stage 2Category=Chronicle, Training Protocol=Linear probe on frozen embeddings2026.05 | 72.9 | 70 | |
| FEDformerCategory=Supervised DL, Training Protocol=Supervised, trained per-dataset2026.05 | 72.3 | 66.6 | |
| Moirai-2Category=TS Foundation Models (LP), Training Protocol=Linear probe on frozen embeddings2026.05 | 71.4 | 69.2 | |
| PatchTSTCategory=Supervised DL, Training Protocol=Supervised, trained per-dataset2026.05 | 66.8 | 61.8 | |
| TimesNetCategory=Supervised DL, Training Protocol=Supervised, trained per-dataset2026.05 | 64.5 | 57.5 | |
| DLinearCategory=Supervised DL, Training Protocol=Supervised, trained per-dataset2026.05 | 63.7 | 60.6 | |
| AutoformerCategory=Supervised DL, Training Protocol=Supervised, trained per-dataset2026.05 | 62.8 | 56.6 | |
| iTransformerCategory=Supervised DL, Training Protocol=Supervised, trained per-dataset2026.05 | 62.8 | 58.2 | |
| TimesFMCategory=TS Foundation Models (LP), Training Protocol=Linear probe on frozen embeddings2026.05 | 61.1 | 56.3 | |
| InformerCategory=Supervised DL, Training Protocol=Supervised, trained per-dataset2026.05 | 56.5 | 48.3 | |
| Chronos-2Category=TS Foundation Models (LP), Training Protocol=Linear probe on frozen embeddings2026.05 | 37.6 | 23 |