Time Series Forecasting on NYCT one time interval ahead
1MAPEDLinear
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DLinearEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1 | 0.74 | 0.92 | |
| P-TSTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1 | 0.75 | 0.98 | |
| TimesNetEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1.19 | 0.89 | 1.16 | |
| FEDformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1.29 | 0.94 | 1.15 | |
| AutoformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1.37 | 1.02 | 1.25 | |
| InformerEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 1.54 | 1.12 | 1.38 | |
| VAREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | 2.26 | — | — | |
| SVREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | 2.26 | — | — | |
| GPREvaluation Protocol=Few-shot, Category=Multivariate2026.04 | 2.26 | — | — | |
| TFTEvaluation Protocol=Few-shot, Category=Transformers2026.04 | 4.22 | 0.85 | 1.32 | |
| CAARL (GPT3)Evaluation Protocol=Zero-shot2026.04 | 8.44 | 0.72 | 1.1 | |
| CAARL (DAVINCI)Evaluation Protocol=Zero-shot2026.04 | 8.46 | 0.72 | 1.08 | |
| CAARL (GPT4)Evaluation Protocol=Zero-shot2026.04 | 9.25 | 0.72 | 1.08 | |
| CAARL (GPT3)Evaluation Protocol=Few-shot2026.04 | 24.94 | 0.74 | 0.99 | |
| CAARL (GPT4)Evaluation Protocol=Few-shot2026.04 | 25.54 | 0.74 | 0.99 | |
| CAARL (DAVINCI)Evaluation Protocol=Few-shot2026.04 | 26.01 | 0.74 | 0.99 | |
| DCRNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | — | 0.88 | 1.41 | |
| TGCNNEvaluation Protocol=Few-shot, Category=Graph-based2026.04 | — | 0.91 | 1.5 |