Time Series Forecasting on Traffic (MSE/MAE Degradation)
0.348MSEPRformer + CM
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PRformer + CMBackbone=PRformer, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.348 | — | 0.227 | — | 7.9 | |
| Minusformer L=336 + CMBackbone=Minusformer, Input window size (L)=336, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.366 | — | 0.259 | — | 1.9 | |
| Minusformer L=336Backbone=Minusformer, Input window size (L)=336, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.373 | — | 0.26 | — | — | |
| PRformerBackbone=PRformer, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.378 | — | 0.236 | — | — | |
| Minusformer L=96 + CMBackbone=Minusformer, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.405 | — | 0.268 | — | 1.9 | |
| Minusformer L=96Backbone=Minusformer, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.413 | — | 0.272 | — | — | |
| iTransformer + CMBackbone=iTransformer, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.422 | — | 0.281 | — | 1.4 | |
| iTransformerBackbone=iTransformer, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.428 | — | 0.282 | — | — | |
| CARD L=96 + CMBackbone=CARD, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=with CM2024.10 | 0.436 | — | 0.268 | — | 3.8 | |
| CARD L=96Backbone=CARD, Input window size (L)=96, Horizon (H)=Average 4Hs, Method variant=without CM2024.10 | 0.453 | — | 0.281 | — | — | |
| MI-TGAMTarget Model=iTransformer2026.02 | 0.459 | 11.4 | 0.312 | 10.4 | — | |
| CleanTarget Model=FreTS2026.02 | 0.564 | 0 | 0.378 | 0 | — | |
| MI-TGAMTarget Model=FreTS2026.02 | 0.613 | 8.5 | 0.41 | 8.5 | — | |
| MI-TGAMTarget Model=Average2026.02 | 0.625 | 9.5 | 0.369 | 9.8 | — | |
| BOTarget Model=SegRNN2026.02 | 0.668 | -3.8 | 0.337 | -4.5 | — | |
| ADJMTarget Model=SegRNN2026.02 | 0.677 | -2.4 | 0.344 | -2.5 | — | |
| PGDTarget Model=SegRNN2026.02 | 0.688 | -0.8 | 0.349 | -1 | — | |
| ATSGTarget Model=SegRNN2026.02 | 0.689 | -0.7 | 0.357 | 1.1 | — | |
| TCATarget Model=SegRNN2026.02 | 0.689 | -0.7 | 0.357 | 1.1 | — | |
| MI-TGAMTarget Model=TimesNet2026.02 | 0.705 | 15.5 | 0.384 | 15.4 | — | |
| MI-TGAMTarget Model=SegRNN2026.02 | 0.722 | 4 | 0.371 | 5.2 | — |