Classification on SelfRegulationSCP2
61.6AccuracyTSLANet
Evaluation Results
| Method | Links | |
|---|---|---|
| TSLANet2024.11 | 61.6 | |
| GPT4TS2024.11 | 59.4 | |
| Peri-midFormer2024.11 | 58.2 | |
| Non-stationary Transformer2024.11 | 57.2 | |
| TimesNet2024.11 | 57.2 | |
| Reformer2024.11 | 56.7 | |
| Mantis+Inference Mode=Zero-shot2026.02 | 56.11 | |
| Flowformer2024.11 | 56.1 | |
| TCN2024.11 | 55.6 | |
| ETSformer2024.11 | 55 | |
| FEDformer2024.11 | 54.4 | |
| Transformer2024.11 | 53.9 | |
| PatchTST2024.11 | 53.6 | |
| Rocket2024.11 | 53.3 | |
| Pyraformer2024.11 | 53.3 | |
| Chronos2Inference Mode=Zero-shot2026.02 | 51.67 | |
| MantisV2Inference Mode=Zero-shot2026.02 | 51.67 | |
| LightTS2024.11 | 51.1 | |
| NuTimeInference Mode=Zero-shot2026.02 | 50.74 | |
| Autoformer2024.11 | 50.6 | |
| TabICLInference Mode=Zero-shot2026.02 | 50.56 | |
| TiConvNextInference Mode=Zero-shot2026.02 | 50.56 | |
| DLinear2024.11 | 50.5 | |
| TiRexInference Mode=Zero-shot2026.02 | 49.63 | |
| Catch22+Inference Mode=Zero-shot2026.02 | 49.26 | |
| MOMENTInference Mode=Zero-shot2026.02 | 49.07 | |
| TiViT-HInference Mode=Zero-shot2026.02 | 49.07 | |
| TabPFNInference Mode=Zero-shot2026.02 | 47.78 |