Time Series Forecasting on NYCT four time intervals ahead
0.73MAECAARL (GPT3)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CAARL (GPT3)Evaluation Protocol=Zero-shot2026.04 | 0.73 | 1.1 | 7.49 | |
| CAARL (GPT4)Evaluation Protocol=Zero-shot2026.04 | 0.73 | 1.1 | 6.72 | |
| CAARL (DAVINCI)Evaluation Protocol=Zero-shot2026.04 | 0.73 | 1.1 | 6.61 | |
| TFTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.74 | 0.96 | 1.02 | |
| DLinearEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.74 | 0.96 | 1 | |
| P-TSTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.74 | 0.96 | 1 | |
| CAARL (GPT3)Evaluation Protocol=Few-shot2026.04 | 0.76 | 0.93 | 8.28 | |
| CAARL (GPT4)Evaluation Protocol=Few-shot2026.04 | 0.76 | 0.94 | 8.28 | |
| CAARL (DAVINCI)Evaluation Protocol=Few-shot2026.04 | 0.76 | 0.94 | 8.28 | |
| RGCNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 0.83 | 1.18 | — | |
| DCRNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 0.84 | 1.22 | — | |
| TGCNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | 0.84 | 1.22 | — | |
| TimesNetEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.89 | 1.14 | 1.19 | |
| FEDformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 0.96 | 1.21 | 1.28 | |
| AutoformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1.02 | 1.3 | 1.37 | |
| InformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1.07 | 1.33 | 1.42 | |
| GPREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | — | — | 2.3 | |
| SVREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | — | — | 2.3 | |
| VAREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | — | — | 2.3 |