Time Series Forecasting on Rock four time intervals ahead
0.12MAECAARL (GPT4)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CAARL (GPT4)Evaluation Protocol=Few-shot2026.04 | 0.12 | 0.03 | 0.98 | |
| CAARL (DAVINCI)Evaluation Protocol=Few-shot2026.04 | 0.13 | 0.04 | 1.21 | |
| CAARL (GPT3)Evaluation Protocol=Few-shot2026.04 | 0.14 | 0.04 | 1.23 | |
| CAARL (GPT3)Evaluation Protocol=Zero-shot2026.04 | 0.15 | 0.05 | 0.79 | |
| CAARL (GPT4)Evaluation Protocol=Zero-shot2026.04 | 0.15 | 0.05 | 0.77 | |
| CAARL (DAVINCI)Evaluation Protocol=Zero-shot2026.04 | 0.15 | 0.05 | 0.8 | |
| DCRNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 0.2 | 0.09 | — | |
| TGCNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 0.21 | 0.11 | — | |
| RGCNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 0.23 | 0.13 | — | |
| TFTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.6 | 0.53 | 2.7 | |
| DLinearEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.6 | 0.53 | 1 | |
| P-TSTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.6 | 0.53 | 1.01 | |
| TimesNetEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.72 | 0.64 | 1.18 | |
| FEDformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.76 | 0.68 | 1.26 | |
| AutoformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.82 | 0.71 | 1.36 | |
| InformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.86 | 0.75 | 1.43 | |
| GPREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | — | — | 1 | |
| SVREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | — | — | 1 | |
| VAREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | — | — | 1 |