Time Series Forecasting on Rock one time interval ahead
0.15MAECAARL (GPT3)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CAARL (GPT3)Evaluation Protocol=Zero-shot2026.04 | 0.15 | 0.06 | 0.98 | |
| CAARL (GPT4)Evaluation Protocol=Zero-shot2026.04 | 0.16 | 0.06 | 1.05 | |
| CAARL (DAVINCI)Evaluation Protocol=Zero-shot2026.04 | 0.16 | 0.06 | 1.07 | |
| CAARL (GPT3)Evaluation Protocol=Few-shot2026.04 | 0.21 | 0.11 | 3.41 | |
| CAARL (GPT4)Evaluation Protocol=Few-shot2026.04 | 0.21 | 0.11 | 3.41 | |
| CAARL (DAVINCI)Evaluation Protocol=Few-shot2026.04 | 0.21 | 0.11 | 3.41 | |
| TGCNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 0.25 | 0.13 | — | |
| DCRNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 0.3 | 0.17 | — | |
| TFTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.45 | 0.31 | 0.85 | |
| P-TSTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.73 | 0.69 | 1.01 | |
| DLinearEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.75 | 0.98 | 1 | |
| TimesNetEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.87 | 0.82 | 1.19 | |
| FEDformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.97 | 1.24 | 1.29 | |
| AutoformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1.02 | 1.31 | 1.37 | |
| InformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1.15 | 1.52 | 1.55 | |
| SVREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | 4.3 | 29 | 3.22 | |
| GPREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | 4.3 | 29 | 3.22 | |
| VAREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | — | — | 3.21 |