Time Series Forecasting on Traffic (MSE, MAE, RMSE)
0.0003MSEMR-CDM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MR-CDM2026.03 | 0.0003 | 0.0139 | 0.0173 | |
| CSDI2026.03 | 0.0004 | 0.0143 | 0.02 | |
| LSTM2026.03 | 0.0007 | 0.0152 | 0.0264 | |
| ARIMA2026.03 | 0.0011 | 0.0237 | 0.0331 | |
| FreqLensPrediction Length (H)=1922026.02 | 0.3368 | 0.4195 | 0.5804 | |
| FlowMixerh=962025.05 | 0.377 | 0.264 | — | |
| SSDAForecasting Horizon (H)=Avg2026.05 | 0.381 | 0.261 | — | |
| FlowMixerh=1922025.05 | 0.388 | 0.268 | — | |
| FlowMixerh=3362025.05 | 0.401 | 0.275 | — | |
| OliviaPrediction Length=96, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.05 | 0.432 | 0.318 | — | |
| DLinearForecasting Horizon (H)=Avg2026.05 | 0.433 | 0.295 | — | |
| FlowMixerh=7202025.05 | 0.434 | 0.291 | — | |
| SEMPOPrediction Length=96, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.05 | 0.447 | 0.334 | — | |
| OliviaPrediction Length=192, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.05 | 0.448 | 0.325 | — | |
| OliviaPrediction Length=Avg, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.05 | 0.458 | 0.33 | — | |
| iTransformerPrediction Length (H)=1922026.02 | 0.4592 | 0.3082 | 0.6777 | |
| OliviaPrediction Length=336, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.05 | 0.46 | 0.331 | — | |
| SEMPOPrediction Length=192, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.05 | 0.464 | 0.341 | — | |
| SEMPOPrediction Length=336, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.05 | 0.474 | 0.344 | — | |
| SEMPOPrediction Length=Avg, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.05 | 0.474 | 0.345 | — | |
| OliviaPrediction Length=720, Model Size=5.1M, Pre-training Data Size=67M, Evaluation Protocol=Zero-shot2026.05 | 0.493 | 0.347 | — | |
| TTMPrediction Length=96, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.05 | 0.508 | 0.342 | — | |
| SEMPOPrediction Length=720, Model Size=6.5M, Pre-training Data Size=83M, Evaluation Protocol=Zero-shot2026.05 | 0.509 | 0.359 | — | |
| TTMPrediction Length=192, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.05 | 0.538 | 0.355 | — | |
| TTMPrediction Length=Avg, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.05 | 0.559 | 0.365 | — | |
| TTMPrediction Length=336, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.05 | 0.574 | 0.373 | — | |
| FEDformerPrediction Length (H)=1922026.02 | 0.6038 | 0.3721 | 0.7771 | |
| TTMPrediction Length=720, Model Size=1M, Pre-training Data Size=1B, Evaluation Protocol=Zero-shot2026.05 | 0.617 | 0.39 | — | |
| AutoformerPrediction Length (H)=1922026.02 | 0.636 | 0.3952 | 0.7975 | |
| DLinearPrediction Length (H)=1922026.02 | 0.6466 | 0.4072 | 0.8041 |