Classification on SelfRegulationSCP1
93.2AccuracyGPT4TS
Evaluation Results
| Method | Links | |
|---|---|---|
| GPT4TS2024.11 | 93.2 | |
| Flowformer2024.11 | 92.5 | |
| Transformer2024.11 | 92.2 | |
| Peri-midFormer2024.11 | 92.1 | |
| TimesNet2024.11 | 91.8 | |
| TSLANet2024.11 | 91.8 | |
| Rocket2024.11 | 90.8 | |
| Reformer2024.11 | 90.4 | |
| LightTS2024.11 | 89.8 | |
| ETSformer2024.11 | 89.6 | |
| TabPFNInference Mode=Zero-shot2026.02 | 89.42 | |
| Non-stationary Transformer2024.11 | 89.4 | |
| TabICLInference Mode=Zero-shot2026.02 | 88.74 | |
| FEDformer2024.11 | 88.7 | |
| Pyraformer2024.11 | 88.1 | |
| DLinear2024.11 | 87.3 | |
| TCN2024.11 | 84.6 | |
| Autoformer2024.11 | 84 | |
| PatchTST2024.11 | 82.2 | |
| MantisV2Inference Mode=Zero-shot2026.02 | 81.34 | |
| TiViT-HInference Mode=Zero-shot2026.02 | 79.86 | |
| NuTimeInference Mode=Zero-shot2026.02 | 79.52 | |
| TiConvNextInference Mode=Zero-shot2026.02 | 79.29 | |
| TiRexInference Mode=Zero-shot2026.02 | 78.84 | |
| Chronos2Inference Mode=Zero-shot2026.02 | 78.5 | |
| MOMENTInference Mode=Zero-shot2026.02 | 77.47 | |
| Mantis+Inference Mode=Zero-shot2026.02 | 77.36 | |
| Catch22+Inference Mode=Zero-shot2026.02 | 77.02 |