Time Series Forecasting on Cross rate four time intervals ahead
0.32MAECAARL (GPT4)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CAARL (GPT4)Evaluation Protocol=Few-shot2026.04 | 0.32 | 0.21 | 0.33 | |
| CAARL (GPT4)Evaluation Protocol=Zero-shot2026.04 | 0.33 | 0.22 | 0.31 | |
| CAARL (GPT3)Evaluation Protocol=Few-shot2026.04 | 0.33 | 0.21 | 0.33 | |
| CAARL (DAVINCI)Evaluation Protocol=Few-shot2026.04 | 0.33 | 0.22 | 0.34 | |
| CAARL (GPT3)Evaluation Protocol=Zero-shot2026.04 | 0.34 | 0.22 | 0.31 | |
| CAARL (DAVINCI)Evaluation Protocol=Zero-shot2026.04 | 0.34 | 0.22 | 0.31 | |
| DLinearEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.66 | 0.62 | 1 | |
| TFTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.68 | 0.64 | 1.06 | |
| P-TSTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.69 | 0.66 | 0.99 | |
| TimesNetEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.82 | 0.79 | 1.16 | |
| FEDformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.84 | 0.79 | 1.27 | |
| AutoformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.89 | 0.85 | 1.35 | |
| InformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.95 | 0.88 | 1.42 | |
| TGCNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 1.01 | 1.38 | — | |
| RGCNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 1.04 | 1.47 | — | |
| DCRNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 1.04 | 1.47 | — | |
| SVREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | 1.25 | 2.74 | 22 | |
| GPREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | 1.25 | 2.74 | 22.1 | |
| VAREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | — | — | 22 |