Multivariate Time Series Forecasting on Traffic (MSE, MAE)
0.157MSEMindTS
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MindTSForecasting Horizon (F)=62026.03 | 0.157 | 0.225 | |
| Time-MMDForecasting Horizon (F)=62026.03 | 0.162 | 0.242 | |
| MindTSForecasting Horizon (F)=102026.03 | 0.167 | 0.213 | |
| Time-MMDForecasting Horizon (F)=82026.03 | 0.168 | 0.228 | |
| MindTSForecasting Horizon (F)=AVG2026.03 | 0.17 | 0.232 | |
| Time-MMDForecasting Horizon (F)=AVG2026.03 | 0.174 | 0.239 | |
| TaTSForecasting Horizon (F)=62026.03 | 0.174 | 0.239 | |
| MindTSForecasting Horizon (F)=82026.03 | 0.176 | 0.251 | |
| Time-MMDForecasting Horizon (F)=102026.03 | 0.178 | 0.237 | |
| TaTSForecasting Horizon (F)=82026.03 | 0.178 | 0.242 | |
| TaTSForecasting Horizon (F)=AVG2026.03 | 0.179 | 0.238 | |
| MindTSForecasting Horizon (F)=122026.03 | 0.181 | 0.237 | |
| TaTSForecasting Horizon (F)=102026.03 | 0.185 | 0.243 | |
| Time-MMDForecasting Horizon (F)=122026.03 | 0.188 | 0.246 | |
| TaTSForecasting Horizon (F)=122026.03 | 0.189 | 0.242 | |
| OLinearPrediction Horizon=962026.02 | 0.341 | 0.221 | |
| Li-NetPrediction Length=962026.03 | 0.3482 | 0.3171 | |
| GG-SSMHorizon=962024.12 | 0.3486 | 0.2487 | |
| FATE2024.08 | 0.349 | 0.254 | |
| AltTSPrediction Horizon=962026.02 | 0.355 | 0.252 | |
| CI-TSMixer2024.08 | 0.356 | 0.278 | |
| PatchTSTPrediction Horizon=962026.02 | 0.36 | 0.253 | |
| PatchTST2024.08 | 0.36 | 0.249 | |
| iTransformerPrediction Horizon=962026.02 | 0.367 | 0.272 | |
| Li-NetPrediction Length=1922026.03 | 0.3676 | 0.3317 | |
| OLinearPrediction Horizon=1922026.02 | 0.368 | 0.233 | |
| PathformerInput Length (H)=336, Prediction Length (F)=962024.02 | 0.373 | 0.241 | |
| Timer-XLForecasting Length=Average, Input Length=672, Evaluation Protocol=Rolling forecasting2025.03 | 0.374 | 0.255 | |
| GG-SSMHorizon=Avg2024.12 | 0.3741 | 0.2631 | |
| Li-NetPrediction Length=3362026.03 | 0.3745 | 0.3333 | |
| AltTSPrediction Horizon=1922026.02 | 0.378 | 0.265 | |
| PatchTSTPrediction Horizon=1922026.02 | 0.379 | 0.256 | |
| CITRASForecasting Length=Average, Input Length=672, Evaluation Protocol=Rolling forecasting2025.03 | 0.379 | 0.254 | |
| PathformerInput Length (H)=336, Prediction Length (F)=1922024.02 | 0.38 | 0.252 | |
| iTransformerPrediction Horizon=1922026.02 | 0.382 | 0.269 | |
| AWGformerForecast Horizon=1922026.01 | 0.386 | 0.264 | |
| TimeMixerPrediction Length=Avg, Lookback Setting=search2025.06 | 0.387 | 0.262 | |
| MoHETSProtocol=Full-shot, Prediction Horizons=H={96, 192, 336, 720}2026.01 | 0.388 | 0.256 | |
| TimeMixerPrediction Length=avg2025.11 | 0.388 | 0.263 | |
| AWGformerForecast Horizon=962026.01 | 0.389 | 0.247 | |
| PDFPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.389 | 0.264 | |
| interPDNPrediction Length=avg2025.11 | 0.391 | 0.244 | |
| TimeMixerForecast length (H)=144, Lookback length (T)=2882025.06 | 0.391 | 0.263 | |
| TimeBasePrediction Horizon=962026.02 | 0.392 | 0.259 | |
| TimeMixerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.393 | 0.271 | |
| DLinearPrediction Horizon=962026.02 | 0.394 | 0.274 | |
| Li-NetPrediction Length=7202026.03 | 0.3942 | 0.3462 | |
| RLinearPrediction Horizon=962026.02 | 0.395 | 0.272 | |
| AltTSPrediction Horizon=3362026.02 | 0.395 | 0.275 | |
| iTransformerPrediction Horizon=3362026.02 | 0.395 | 0.279 | |
| iTransformerForecast Horizon=962026.01 | 0.395 | 0.268 | |
| iTransformerSequence Length=962025.12 | 0.395 | 0.268 | |
| PathformerInput Length (H)=336, Prediction Length (F)=3362024.02 | 0.395 | 0.256 | |
| iTransformerHorizon=962026.02 | 0.395 | 0.268 | |
| SARAFHorizon=Avg, Look-back window=7202026.06 | 0.395 | 0.28 | |
| OLinearPrediction Horizon=3362026.02 | 0.396 | 0.242 | |
| VarDropForecasting horizon (T)=962025.01 | 0.396 | 0.274 | |
| PatchTSTPrediction Horizon=3362026.02 | 0.397 | 0.264 | |
| IsterPrediction length S={96, 192, 336, 720}, Look-back length T=962024.12 | 0.399 | 0.27 | |
| RAFTForecasting horizon=Average over {96, 192, 336, 720}2026.04 | 0.401 | 0.282 | |
| DeepEDMPrediction Length=Avg, Lookback Setting=search2025.06 | 0.401 | 0.275 | |
| N-HITSInput Length (H)=336, Prediction Length (F)=962024.02 | 0.402 | 0.282 | |
| Db2-TransFSequence Length=962025.12 | 0.404 | 0.268 | |
| DLinearPrediction Horizon=1922026.02 | 0.406 | 0.279 | |
| DualformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.406 | 0.268 | |
| RLinearPrediction Horizon=1922026.02 | 0.407 | 0.276 | |
| AWGformerForecast Horizon=3362026.01 | 0.407 | 0.27 | |
| PatchTSTPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.407 | 0.282 | |
| SOFTSProtocol=Full-shot, Prediction Horizons=H={96, 192, 336, 720}2026.01 | 0.409 | 0.267 | |
| DLinearInput Length (H)=336, Prediction Length (F)=962024.02 | 0.41 | 0.282 | |
| NLinearInput Length (H)=336, Prediction Length (F)=962024.02 | 0.41 | 0.279 | |
| SimpleTMHorizon=962026.02 | 0.41 | 0.274 | |
| DLinear2024.08 | 0.41 | 0.282 | |
| CDTLookback length (T)=96, Prediction length (S)={96, 192, 336, 720}2025.05 | 0.411 | 0.274 | |
| CRAFTForecasting horizon=Average over {96, 192, 336, 720}2026.04 | 0.412 | 0.284 | |
| TimeBasePrediction Horizon=1922026.02 | 0.413 | 0.274 | |
| S-MambaPrediction length S={96, 192, 336, 720}, Look-back length T=962024.12 | 0.414 | 0.276 | |
| DLinearPrediction Horizon=3362026.02 | 0.415 | 0.285 | |
| RLinearPrediction Horizon=3362026.02 | 0.416 | 0.282 | |
| iTransformerForecast Horizon=1922026.01 | 0.417 | 0.276 | |
| iTransformerSequence Length=1922025.12 | 0.417 | 0.276 | |
| DistDFLookback length (T)=96, Prediction length (S)={96, 192, 336, 720}2025.05 | 0.417 | 0.279 | |
| iTransformerHorizon=1922026.02 | 0.417 | 0.276 | |
| FISformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.417 | 0.279 | |
| VarDropForecasting horizon (T)=1922025.01 | 0.417 | 0.281 | |
| N-HITSInput Length (H)=336, Prediction Length (F)=1922024.02 | 0.42 | 0.297 | |
| DLinearInput Length (H)=336, Prediction Length (F)=1922024.02 | 0.423 | 0.287 | |
| NLinearInput Length (H)=336, Prediction Length (F)=1922024.02 | 0.423 | 0.284 | |
| Db2-TransFSequence Length=1922025.12 | 0.425 | 0.278 | |
| PathformerInput Length (H)=336, Prediction Length (F)=7202024.02 | 0.425 | 0.28 | |
| Prime Attn.Aggregation=Avg.2025.09 | 0.426 | 0.28 | |
| TimeBasePrediction Horizon=3362026.02 | 0.427 | 0.287 | |
| iTransformerProtocol=Full-shot, Prediction Horizons=H={96, 192, 336, 720}2026.01 | 0.428 | 0.282 | |
| iTransformerPrediction length T=Average of {96, 192, 336, 720}, Lookback window size L=962026.01 | 0.428 | 0.282 | |
| iTransformerSequence Length=Avg2025.12 | 0.428 | 0.282 | |
| iTransformerLookback length (T)=96, Prediction length (S)={96, 192, 336, 720}2025.05 | 0.428 | 0.282 | |
| TimeXerHorizon=962026.02 | 0.428 | 0.271 | |
| iTransformerHorizon=Avg2026.02 | 0.428 | 0.282 | |
| iTransformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.428 | 0.282 | |
| iTransformerForecasting horizon (T)=Avg2025.01 | 0.428 | 0.285 |