Time Series Forecasting on ETTm1
0.029MSEFiLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FiLMPrediction Length=962022.05 | 0.029 | 0.127 | — | |
| FEDformerPrediction Length=962022.05 | 0.033 | 0.14 | — | |
| FiLMPrediction Length=1922022.05 | 0.041 | 0.153 | — | |
| AutoConPrediction length=1922024.02 | 0.041 | — | — | |
| LogTransPrediction Length=962022.05 | 0.049 | 0.171 | — | |
| FiLMPrediction Length=3362022.05 | 0.053 | 0.175 | — | |
| LaSTPrediction length=1922024.02 | 0.053 | — | — | |
| AutoformerPrediction Length=962022.05 | 0.056 | 0.183 | — | |
| FEDformerPrediction Length=1922022.05 | 0.058 | 0.186 | — | |
| CoSTPrediction length=1922024.02 | 0.059 | — | — | |
| TS2VecPrediction length=1922024.02 | 0.064 | — | — | |
| FiLMPrediction Length=7202022.05 | 0.071 | 0.205 | — | |
| FEDformerPrediction Length=3362022.05 | 0.071 | 0.209 | — | |
| AutoformerPrediction Length=3362022.05 | 0.076 | 0.218 | — | |
| AutoformerPrediction Length=1922022.05 | 0.081 | 0.216 | — | |
| AutoConPrediction length=43202024.02 | 0.082 | — | — | |
| AutoConPrediction length=28802024.02 | 0.089 | — | — | |
| AutoConPrediction length=14402024.02 | 0.09 | — | — | |
| FEDformerPrediction Length=7202022.05 | 0.102 | 0.25 | — | |
| InformerPrediction Length=962022.05 | 0.109 | 0.277 | — | |
| AutoformerPrediction Length=7202022.05 | 0.11 | 0.267 | — | |
| LaSTPrediction length=14402024.02 | 0.12 | — | — | |
| CoSTPrediction length=14402024.02 | 0.13 | — | — | |
| TS2VecPrediction length=14402024.02 | 0.15 | — | — | |
| InformerPrediction Length=1922022.05 | 0.151 | 0.31 | — | |
| LogTransPrediction Length=1922022.05 | 0.157 | 0.317 | — | |
| TS2VecPrediction length=43202024.02 | 0.161 | — | — | |
| TS2VecPrediction length=28802024.02 | 0.171 | — | — | |
| S4Prediction Length=1922022.05 | 0.19 | 0.372 | — | |
| CoSTPrediction length=43202024.02 | 0.192 | — | — | |
| CoSTPrediction length=28802024.02 | 0.199 | — | — | |
| LaSTPrediction length=28802024.02 | 0.204 | — | — | |
| S4Prediction Length=7202022.05 | 0.254 | 0.433 | — | |
| LaSTPrediction length=43202024.02 | 0.274 | — | — | |
| LogTransPrediction Length=3362022.05 | 0.289 | 0.459 | — | |
| PatchTSTPrediction Length=962024.11 | 0.29 | 0.342 | — | |
| PatchTSTPrediction Length=96, Historical Horizon=3362023.05 | 0.293 | 0.345 | — | |
| ReformerPrediction Length=962022.05 | 0.296 | 0.355 | — | |
| RMLPPrediction Length=96, Historical Horizon=3362023.05 | 0.298 | 0.345 | — | |
| iTransformerPrediction Length=962024.11 | 0.3 | 0.353 | — | |
| RLinearPrediction Length=96, Historical Horizon=3362023.05 | 0.301 | 0.342 | — | |
| GTRLook-back length=96, Prediction length=962026.02 | 0.305 | 0.349 | — | |
| DLinearPrediction Length=96, Historical Horizon=3362023.05 | 0.306 | 0.349 | — | |
| DiPE-LinearPrediction Length=962024.11 | 0.309 | 0.35 | — | |
| FITSPrediction Length=962024.11 | 0.309 | 0.352 | — | |
| RLinearPrediction Length=962024.11 | 0.309 | 0.352 | — | |
| DiPE-LinearPrediction Length=962024.11 | 0.309 | 0.35 | — | |
| DLinearPrediction Length=962024.11 | 0.312 | 0.358 | — | |
| MICNPrediction Length=962024.11 | 0.314 | 0.36 | — | |
| TIME-LLMPrediction Length=96, Few-shot=5%2023.10 | 0.316 | 0.377 | — | |
| CrossformerPrediction Length=962024.11 | 0.316 | 0.373 | — | |
| PaiFilterPrediction length (τ)=96, Lookback window length (L)=962024.11 | 0.318 | 0.358 | — | |
| NlinearPrediction Length=962024.11 | 0.318 | 0.357 | — | |
| CycleNetLook-back length=96, Prediction length=962026.02 | 0.319 | 0.36 | — | |
| TimeMixerLook-back length=96, Prediction length=962026.02 | 0.32 | 0.357 | — | |
| FLAME SmallEvaluation Protocol=Full-shot, Prediction Length=Avg2025.12 | 0.32 | 0.359 | — | |
| TexFilterPrediction length (τ)=96, Lookback window length (L)=962024.11 | 0.321 | 0.361 | — | |
| FEDformerPrediction Length=962024.11 | 0.326 | 0.39 | — | |
| PatchTSTLookback length L=96, Forecast length T=962024.03 | 0.329 | 0.367 | — | |
| PatchTSTPrediction length (τ)=96, Lookback window length (L)=962024.11 | 0.329 | 0.367 | — | |
| FLAME SmallEvaluation Protocol=10% few-shot, Prediction Length=Avg2025.12 | 0.33 | 0.366 | — | |
| PatchTSTPrediction Length=1922024.11 | 0.332 | 0.369 | — | |
| S-MambaLookback length L=96, Forecast length T=962024.03 | 0.333 | 0.368 | — | |
| iTransformerLookback length L=96, Forecast length T=962024.03 | 0.334 | 0.368 | — | |
| iTransformerPrediction length (τ)=96, Lookback window length (L)=962024.11 | 0.334 | 0.368 | — | |
| UEC-STDHorizon=96, Backbone=TimeBridge, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.334 | 0.378 | — | |
| RLinearPrediction Length=192, Historical Horizon=3362023.05 | 0.335 | 0.363 | — | |
| PatchTSTPrediction Length=192, Historical Horizon=3362023.05 | 0.335 | 0.372 | — | |
| TimesNetPrediction Length=96, Historical Horizon=3362023.05 | 0.335 | 0.38 | — | |
| TimesNetLookback length L=96, Forecast length T=962024.03 | 0.338 | 0.375 | — | |
| TimesNetPrediction length (τ)=96, Lookback window length (L)=962024.11 | 0.338 | 0.375 | — | |
| TimesNetPrediction Length=962024.11 | 0.338 | 0.375 | — | |
| DLinearPrediction Length=192, Historical Horizon=3362023.05 | 0.339 | 0.368 | — | |
| DiPE-LinearPrediction Length=1922024.11 | 0.339 | 0.369 | — | |
| FITSPrediction Length=1922024.11 | 0.339 | 0.369 | — | |
| DiPE-LinearPrediction Length=1922024.11 | 0.339 | 0.369 | — | |
| ROSEShot setting=full-shot2024.05 | 0.341 | 0.367 | — | |
| RLinearPrediction Length=1922024.11 | 0.341 | 0.37 | — | |
| TimeBridgeHorizon=96, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.341 | 0.379 | — | |
| S2IP-LLMShot setting=full-shot2024.05 | 0.343 | 0.379 | — | |
| Gated KANH=96, seed=42, preprocessing=RevIN, adaptive norm, decomposition, patching, optimizer=Adam, schedule=cosine LR2026.05 | 0.343 | — | — | |
| RMLPPrediction Length=192, Historical Horizon=3362023.05 | 0.344 | 0.375 | — | |
| DLinearPrediction length (τ)=96, Lookback window length (L)=962024.11 | 0.344 | 0.37 | — | |
| FLAME SmallEvaluation Protocol=Zero-shot, Prediction Length=Avg2025.12 | 0.344 | 0.381 | — | |
| MOMENTEvaluation Protocol=Linear Probing2026.05 | 0.344 | 0.379 | — | |
| DLinearLookback length L=96, Forecast length T=962024.03 | 0.345 | 0.372 | — | |
| iTransformerPrediction Length=1922024.11 | 0.345 | 0.382 | — | |
| ROSEShot setting=10% few-shot2024.05 | 0.349 | 0.372 | — | |
| GTRLook-back length=96, Prediction length=1922026.02 | 0.349 | 0.375 | — | |
| DLinearPrediction Length=1922024.11 | 0.35 | 0.386 | — | |
| NlinearPrediction Length=1922024.11 | 0.35 | 0.377 | — | |
| PatchTSTEvaluation Protocol=Linear Probing2026.05 | 0.35 | 0.382 | — | |
| GPT4TSShot setting=full-shot2024.05 | 0.352 | 0.383 | — | |
| PatchTSTShot setting=full-shot2024.05 | 0.353 | 0.382 | — | |
| RLinearLookback length L=96, Forecast length T=962024.03 | 0.355 | 0.376 | — | |
| RLinearPrediction length (τ)=96, Lookback window length (L)=962024.11 | 0.355 | 0.376 | — | |
| FITSPrediction length (τ)=96, Lookback window length (L)=962024.11 | 0.355 | 0.375 | — | |
| DlinearShot setting=full-shot2024.05 | 0.356 | 0.378 | — | |
| UEC-STDHorizon=192, Backbone=TimeBridge, Look-back window length=Optimal as in Liu et al. (2025)2026.05 | 0.356 | 0.393 | — | |
| TimesNetPrediction Length=192, Historical Horizon=3362023.05 | 0.358 | 0.388 | — |