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Models/TEFN

TEFN

Reported on 96 benchmarks across 2 tasks · 1 paper · 8 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series96 results

Time Series ForecastingonElectricity (336)
MAE· 2024-05-10
0.292
best: 0.249 (xPatch)
SOTA
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonElectricity (192)
MAE· 2024-05-10
0.276
best: 0.232 (xPatch)
SOTA
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonElectricity (96)
MAE· 2024-05-10
0.273
best: 0.217 (xPatch)
SOTA
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonElectricity (720)
MAE· 2024-05-10
0.325
best: 0.281 (xPatch)
SOTA
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonElectricity (336)
MAE· 2024-05-10
0.292
best: 0.249 (xPatch)
SOTA
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonElectricity (192)
MAE· 2024-05-10
0.276
best: 0.232 (xPatch)
SOTA
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonElectricity (96)
MAE· 2024-05-10
0.273
best: 0.217 (xPatch)
SOTA
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonElectricity (720)
MAE· 2024-05-10
0.325
best: 0.281 (xPatch)
SOTA
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh2 (720) Multivariate
MAE· 2024-05-10
0.446
best: 0.418 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2024-05-10
0.434
best: 0.372 (RLinear)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh1 (720) Multivariate
MAE· 2024-05-10
0.464
best: 0.447 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2024-05-10
0.475
best: 0.409 (DiPE-Linear)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm1 (192) Multivariate
MAE· 2024-05-10
0.383
best: 0.354 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm1 (192) Multivariate
MSE· 2024-05-10
0.381
best: 0.315 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonWeather (192)
MAE· 2024-05-10
0.262
best: 0.227 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonWeather (192)
MSE· 2024-05-10
0.227
best: 0.186 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonWeather (336)
MAE· 2024-05-10
0.298
best: 0.26 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonWeather (336)
MSE· 2024-05-10
0.279
best: 0.218 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm2 (96) Multivariate
MAE· 2024-05-10
0.264
best: 0.24 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm2 (96) Multivariate
MSE· 2024-05-10
0.181
best: 0.153 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonElectricity (336)
MSE· 2024-05-10
0.212
best: 0.156 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonWeather (720)
MAE· 2024-05-10
0.344
best: 0.315 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonWeather (720)
MSE· 2024-05-10
0.352
best: 0.291 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh2 (336) Multivariate
MAE· 2024-05-10
0.434
best: 0.36 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2024-05-10
0.423
best: 0.312 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2024-05-10
0.419
best: 0.394 (PatchMixer)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2024-05-10
0.433
best: 0.373 (PatchMixer)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonElectricity (192)
MSE· 2024-05-10
0.197
best: 0.14 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2024-05-10
0.441
best: 0.2158 (DeformTime)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2024-05-10
0.475
best: 0.374 (D-PAD)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm2 (336) Multivariate
MAE· 2024-05-10
0.343
best: 0.315 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm2 (336) Multivariate
MSE· 2024-05-10
0.307
best: 0.262 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm1 (336) Multivariate
MAE· 2024-05-10
0.404
best: 0.375 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm1 (336) Multivariate
MSE· 2024-05-10
0.414
best: 0.349 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm1 (96) Multivariate
MAE· 2024-05-10
0.367
best: 0.33 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm1 (96) Multivariate
MSE· 2024-05-10
0.343
best: 0.275 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm1 (720) Multivariate
MAE· 2024-05-10
0.438
best: 0.405 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm1 (720) Multivariate
MSE· 2024-05-10
0.475
best: 0.403 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh2 (96) Multivariate
MAE· 2024-05-10
0.337
best: 0.297 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2024-05-10
0.288
best: 0.225 (PatchMixer)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonWeather (96)
MAE· 2024-05-10
0.227
best: 0.181 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonWeather (96)
MSE· 2024-05-10
0.182
best: 0.142 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm2 (192) Multivariate
MAE· 2024-05-10
0.304
best: 0.28 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm2 (192) Multivariate
MSE· 2024-05-10
0.381
best: 0.213 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2024-05-10
0.391
best: 0.376 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2024-05-10
0.383
best: 0.341 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonElectricity (96)
MSE· 2024-05-10
0.197
best: 0.126 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh2 (192) Multivariate
MAE· 2024-05-10
0.392
best: 0.33 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2024-05-10
0.375
best: 0.274 (PatchMixer)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonElectricity (720)
MSE· 2024-05-10
0.253
best: 0.178 (MoLE-RMLP)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm2 (720) Multivariate
MAE· 2024-05-10
0.398
best: 0.363 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series ForecastingonETTm2 (720) Multivariate
MSE· 2024-05-10
0.407
best: 0.338 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh2 (720) Multivariate
MAE· 2024-05-10
0.446
best: 0.418 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2024-05-10
0.434
best: 0.372 (RLinear)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh1 (720) Multivariate
MAE· 2024-05-10
0.464
best: 0.447 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2024-05-10
0.475
best: 0.409 (DiPE-Linear)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm1 (192) Multivariate
MAE· 2024-05-10
0.383
best: 0.354 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm1 (192) Multivariate
MSE· 2024-05-10
0.381
best: 0.315 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonWeather (192)
MAE· 2024-05-10
0.262
best: 0.227 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonWeather (192)
MSE· 2024-05-10
0.227
best: 0.186 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonWeather (336)
MAE· 2024-05-10
0.298
best: 0.26 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonWeather (336)
MSE· 2024-05-10
0.279
best: 0.218 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm2 (96) Multivariate
MAE· 2024-05-10
0.264
best: 0.24 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm2 (96) Multivariate
MSE· 2024-05-10
0.181
best: 0.153 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonElectricity (336)
MSE· 2024-05-10
0.212
best: 0.156 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonWeather (720)
MAE· 2024-05-10
0.344
best: 0.315 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonWeather (720)
MSE· 2024-05-10
0.352
best: 0.291 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh2 (336) Multivariate
MAE· 2024-05-10
0.434
best: 0.36 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2024-05-10
0.423
best: 0.312 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh1 (192) Multivariate
MAE· 2024-05-10
0.419
best: 0.394 (PatchMixer)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2024-05-10
0.433
best: 0.373 (PatchMixer)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonElectricity (192)
MSE· 2024-05-10
0.197
best: 0.14 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2024-05-10
0.441
best: 0.2158 (DeformTime)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2024-05-10
0.475
best: 0.374 (D-PAD)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm2 (336) Multivariate
MAE· 2024-05-10
0.343
best: 0.315 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm2 (336) Multivariate
MSE· 2024-05-10
0.307
best: 0.262 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm1 (336) Multivariate
MAE· 2024-05-10
0.404
best: 0.375 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm1 (336) Multivariate
MSE· 2024-05-10
0.414
best: 0.349 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm1 (96) Multivariate
MAE· 2024-05-10
0.367
best: 0.33 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm1 (96) Multivariate
MSE· 2024-05-10
0.343
best: 0.275 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm1 (720) Multivariate
MAE· 2024-05-10
0.438
best: 0.405 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm1 (720) Multivariate
MSE· 2024-05-10
0.475
best: 0.403 (LTBoost (drop_last=false))
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh2 (96) Multivariate
MAE· 2024-05-10
0.337
best: 0.297 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2024-05-10
0.288
best: 0.225 (PatchMixer)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonWeather (96)
MAE· 2024-05-10
0.227
best: 0.181 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonWeather (96)
MSE· 2024-05-10
0.182
best: 0.142 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm2 (192) Multivariate
MAE· 2024-05-10
0.304
best: 0.28 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm2 (192) Multivariate
MSE· 2024-05-10
0.381
best: 0.213 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh1 (96) Multivariate
MAE· 2024-05-10
0.391
best: 0.376 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2024-05-10
0.383
best: 0.341 (SegRNN)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonElectricity (96)
MSE· 2024-05-10
0.197
best: 0.126 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh2 (192) Multivariate
MAE· 2024-05-10
0.392
best: 0.33 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2024-05-10
0.375
best: 0.274 (PatchMixer)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonElectricity (720)
MSE· 2024-05-10
0.253
best: 0.178 (MoLE-RMLP)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm2 (720) Multivariate
MAE· 2024-05-10
0.398
best: 0.363 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419
Time Series AnalysisonETTm2 (720) Multivariate
MSE· 2024-05-10
0.407
best: 0.338 (xPatch)
Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting arXiv:2405.06419