xPatch

Reported on 160 benchmarks across 2 tasks · 1 paper · 116 SOTA

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

Time Series160 results

Time Series ForecastingonIllness (36)
MAE· 2024-12-23
0.653
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonIllness (36)
MSE· 2024-12-23
1.226
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonIllness (48)
MAE· 2024-12-23
0.686
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonIllness (48)
MSE· 2024-12-23
1.254
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh2 (720) Multivariate
MAE· 2024-12-23
0.418
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonTraffic (96)
MAE· 2024-12-23
0.233
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonTraffic (192)
MAE· 2024-12-23
0.241
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm1 (192) Multivariate
Accuracy· 2024-12-23
0.355
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm1 (192) Multivariate
MSE· 2024-12-23
0.315
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonWeather (336)
MAE· 2024-12-23
0.26
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonWeather (336)
MSE· 2024-12-23
0.218
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm2 (96) Multivariate
MAE· 2024-12-23
0.24
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm2 (96) Multivariate
MSE· 2024-12-23
0.153
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonIllness (24)
MAE· 2024-12-23
0.638
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonIllness (24)
MSE· 2024-12-23
1.188
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonElectricity (336)
MAE· 2024-12-23
0.249
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonElectricity (336)
MSE· 2024-12-23
0.156
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonWeather (720)
MAE· 2024-12-23
0.315
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonWeather (720)
MSE· 2024-12-23
0.291
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonSolar (720)
MAE· 2024-12-23
0.219
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonSolar (720)
MSE· 2024-12-23
0.212
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh2 (336) Multivariate
MAE· 2024-12-23
0.36
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2024-12-23
0.312
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonExchange (336)
MAE· 2024-12-23
0.418
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonExchange (336)
MSE· 2024-12-23
0.339
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonExchange (96)
MAE· 2024-12-23
0.197
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonExchange (96)
MSE· 2024-12-23
0.081
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonExchange (720)
MAE· 2024-12-23
0.701
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonExchange (720)
MSE· 2024-12-23
0.867
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonTraffic (720)
MAE· 2024-12-23
0.273
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonSolar (192)
MAE· 2024-12-23
0.216
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonSolar (192)
MSE· 2024-12-23
0.193
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonTraffic (336)
MAE· 2024-12-23
0.243
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonElectricity (192)
MAE· 2024-12-23
0.232
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonElectricity (192)
MSE· 2024-12-23
0.14
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm2 (336) Multivariate
MAE· 2024-12-23
0.315
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm2 (336) Multivariate
MSE· 2024-12-23
0.264
best: 0.262 (LTBoost (drop_last=false))
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm1 (336) Multivariate
MAE· 2024-12-23
0.376
best: 0.375 (LTBoost (drop_last=false))
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm1 (336) Multivariate
MSE· 2024-12-23
0.355
best: 0.349 (LTBoost (drop_last=false))
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonSolar (336)
MAE· 2024-12-23
0.224
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonSolar (336)
MSE· 2024-12-23
0.196
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm1 (96) Multivariate
MAE· 2024-12-23
0.33
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm1 (96) Multivariate
MSE· 2024-12-23
0.275
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm1 (720) Multivariate
MAE· 2024-12-23
0.411
best: 0.405 (LTBoost (drop_last=false))
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonSolar (96)
MAE· 2024-12-23
0.197
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonSolar (96)
MSE· 2024-12-23
0.173
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonExchange (192)
MAE· 2024-12-23
0.298
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonExchange (192)
MSE· 2024-12-23
0.178
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh2 (96) Multivariate
MAE· 2024-12-23
0.297
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonIllness (60)
Accuracy· 2024-12-23
0.773
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonIllness (60)
MSE· 2024-12-23
1.455
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm2 (192) Multivariate
MAE· 2024-12-23
0.28
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm2 (192) Multivariate
MSE· 2024-12-23
0.213
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonElectricity (96)
MAE· 2024-12-23
0.217
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh2 (192) Multivariate
MAE· 2024-12-23
0.33
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonElectricity (720)
MAE· 2024-12-23
0.281
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm2 (720) Multivariate
MAE· 2024-12-23
0.363
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm2 (720) Multivariate
MSE· 2024-12-23
0.338
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonIllness (36)
MAE· 2024-12-23
0.653
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonIllness (36)
MSE· 2024-12-23
1.226
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonIllness (48)
MAE· 2024-12-23
0.686
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonIllness (48)
MSE· 2024-12-23
1.254
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh2 (720) Multivariate
MAE· 2024-12-23
0.418
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonTraffic (96)
MAE· 2024-12-23
0.233
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonTraffic (192)
MAE· 2024-12-23
0.241
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm1 (192) Multivariate
Accuracy· 2024-12-23
0.355
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm1 (192) Multivariate
MSE· 2024-12-23
0.315
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonWeather (336)
MAE· 2024-12-23
0.26
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonWeather (336)
MSE· 2024-12-23
0.218
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm2 (96) Multivariate
MAE· 2024-12-23
0.24
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm2 (96) Multivariate
MSE· 2024-12-23
0.153
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonIllness (24)
MAE· 2024-12-23
0.638
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonIllness (24)
MSE· 2024-12-23
1.188
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonElectricity (336)
MAE· 2024-12-23
0.249
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonElectricity (336)
MSE· 2024-12-23
0.156
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonWeather (720)
MAE· 2024-12-23
0.315
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonWeather (720)
MSE· 2024-12-23
0.291
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonSolar (720)
MAE· 2024-12-23
0.219
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonSolar (720)
MSE· 2024-12-23
0.212
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh2 (336) Multivariate
MAE· 2024-12-23
0.36
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2024-12-23
0.312
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonExchange (336)
MAE· 2024-12-23
0.418
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonExchange (336)
MSE· 2024-12-23
0.339
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonExchange (96)
MAE· 2024-12-23
0.197
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonExchange (96)
MSE· 2024-12-23
0.081
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonExchange (720)
MAE· 2024-12-23
0.701
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonExchange (720)
MSE· 2024-12-23
0.867
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonTraffic (720)
MAE· 2024-12-23
0.273
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonSolar (192)
MAE· 2024-12-23
0.216
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonSolar (192)
MSE· 2024-12-23
0.193
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonTraffic (336)
MAE· 2024-12-23
0.243
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonElectricity (192)
MAE· 2024-12-23
0.232
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonElectricity (192)
MSE· 2024-12-23
0.14
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm2 (336) Multivariate
MAE· 2024-12-23
0.315
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm2 (336) Multivariate
MSE· 2024-12-23
0.264
best: 0.262 (LTBoost (drop_last=false))
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm1 (336) Multivariate
MAE· 2024-12-23
0.376
best: 0.375 (LTBoost (drop_last=false))
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm1 (336) Multivariate
MSE· 2024-12-23
0.355
best: 0.349 (LTBoost (drop_last=false))
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonSolar (336)
MAE· 2024-12-23
0.224
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonSolar (336)
MSE· 2024-12-23
0.196
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm1 (96) Multivariate
MAE· 2024-12-23
0.33
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm1 (96) Multivariate
MSE· 2024-12-23
0.275
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm1 (720) Multivariate
MAE· 2024-12-23
0.411
best: 0.405 (LTBoost (drop_last=false))
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonSolar (96)
MAE· 2024-12-23
0.197
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonSolar (96)
MSE· 2024-12-23
0.173
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonExchange (192)
MAE· 2024-12-23
0.298
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonExchange (192)
MSE· 2024-12-23
0.178
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh2 (96) Multivariate
MAE· 2024-12-23
0.297
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonIllness (60)
Accuracy· 2024-12-23
0.773
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonIllness (60)
MSE· 2024-12-23
1.455
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm2 (192) Multivariate
MAE· 2024-12-23
0.28
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm2 (192) Multivariate
MSE· 2024-12-23
0.213
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonElectricity (96)
MAE· 2024-12-23
0.217
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh2 (192) Multivariate
MAE· 2024-12-23
0.33
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonElectricity (720)
MAE· 2024-12-23
0.281
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm2 (720) Multivariate
MAE· 2024-12-23
0.363
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm2 (720) Multivariate
MSE· 2024-12-23
0.338
SOTA
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2024-12-23
0.384
best: 0.372 (RLinear)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonTraffic (96)
MSE· 2024-12-23
0.364
best: 0.353 (PRformer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh1 (720) Multivariate
MAE· 2024-12-23
0.459
best: 0.447 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2024-12-23
0.442
best: 0.409 (DiPE-Linear)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonTraffic (192)
MSE· 2024-12-23
0.377
best: 0.372 (PRformer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonWeather (192)
MAE· 2024-12-23
0.227
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonWeather (192)
MSE· 2024-12-23
0.189
best: 0.186 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2024-12-23
0.395
best: 0.394 (PatchMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2024-12-23
0.376
best: 0.373 (PatchMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonTraffic (720)
MSE· 2024-12-23
0.437
best: 0.421 (PRformer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonTraffic (336)
MSE· 2024-12-23
0.388
best: 0.385 (TSMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2024-12-23
0.415
best: 0.2158 (DeformTime)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2024-12-23
0.391
best: 0.374 (D-PAD)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTm1 (720) Multivariate
MSE· 2024-12-23
0.419
best: 0.403 (LTBoost (drop_last=false))
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2024-12-23
0.226
best: 0.225 (PatchMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonWeather (96)
MAE· 2024-12-23
0.185
best: 0.181 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonWeather (96)
MSE· 2024-12-23
0.146
best: 0.142 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2024-12-23
0.379
best: 0.376 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2024-12-23
0.354
best: 0.341 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonElectricity (96)
MSE· 2024-12-23
0.126
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2024-12-23
0.275
best: 0.274 (PatchMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series ForecastingonElectricity (720)
MSE· 2024-12-23
0.19
best: 0.178 (MoLE-RMLP)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2024-12-23
0.384
best: 0.372 (RLinear)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonTraffic (96)
MSE· 2024-12-23
0.364
best: 0.353 (PRformer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh1 (720) Multivariate
MAE· 2024-12-23
0.459
best: 0.447 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2024-12-23
0.442
best: 0.409 (DiPE-Linear)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonTraffic (192)
MSE· 2024-12-23
0.377
best: 0.372 (PRformer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonWeather (192)
MAE· 2024-12-23
0.227
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonWeather (192)
MSE· 2024-12-23
0.189
best: 0.186 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh1 (192) Multivariate
MAE· 2024-12-23
0.395
best: 0.394 (PatchMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2024-12-23
0.376
best: 0.373 (PatchMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonTraffic (720)
MSE· 2024-12-23
0.437
best: 0.421 (PRformer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonTraffic (336)
MSE· 2024-12-23
0.388
best: 0.385 (TSMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2024-12-23
0.415
best: 0.2158 (DeformTime)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2024-12-23
0.391
best: 0.374 (D-PAD)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTm1 (720) Multivariate
MSE· 2024-12-23
0.419
best: 0.403 (LTBoost (drop_last=false))
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2024-12-23
0.226
best: 0.225 (PatchMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonWeather (96)
MAE· 2024-12-23
0.185
best: 0.181 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonWeather (96)
MSE· 2024-12-23
0.146
best: 0.142 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh1 (96) Multivariate
MAE· 2024-12-23
0.379
best: 0.376 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2024-12-23
0.354
best: 0.341 (SegRNN)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonElectricity (96)
MSE· 2024-12-23
0.126
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2024-12-23
0.275
best: 0.274 (PatchMixer)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323
Time Series AnalysisonElectricity (720)
MSE· 2024-12-23
0.19
best: 0.178 (MoLE-RMLP)
xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition arXiv:2412.17323