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Models/DiPE-Linear

DiPE-Linear

Reported on 48 benchmarks across 2 tasks · 1 paper · 12 SOTA

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

Time Series48 results

Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2024-11-26
0.409
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonWeather (336)
MSE· 2024-11-26
0.234
best: 0.218 (xPatch)
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonWeather (720)
MSE· 2024-11-26
0.306
best: 0.291 (xPatch)
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTm2 (336) Multivariate
MSE· 2024-11-26
0.268
best: 0.262 (LTBoost (drop_last=false))
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTm2 (192) Multivariate
MSE· 2024-11-26
0.216
best: 0.213 (xPatch)
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTm2 (720) Multivariate
MSE· 2024-11-26
0.353
best: 0.338 (xPatch)
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2024-11-26
0.409
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonWeather (336)
MSE· 2024-11-26
0.234
best: 0.218 (xPatch)
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonWeather (720)
MSE· 2024-11-26
0.306
best: 0.291 (xPatch)
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTm2 (336) Multivariate
MSE· 2024-11-26
0.268
best: 0.262 (LTBoost (drop_last=false))
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTm2 (192) Multivariate
MSE· 2024-11-26
0.216
best: 0.213 (xPatch)
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTm2 (720) Multivariate
MSE· 2024-11-26
0.353
best: 0.338 (xPatch)
SOTA
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2024-11-26
0.375
best: 0.372 (RLinear)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTm1 (192) Multivariate
MSE· 2024-11-26
0.339
best: 0.315 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonWeather (192)
MSE· 2024-11-26
0.187
best: 0.186 (SegRNN)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTm2 (96) Multivariate
MSE· 2024-11-26
0.162
best: 0.153 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonElectricity (336)
MSE· 2024-11-26
0.162
best: 0.156 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2024-11-26
0.35
best: 0.312 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2024-11-26
0.407
best: 0.373 (PatchMixer)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonElectricity (192)
MSE· 2024-11-26
0.148
best: 0.14 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2024-11-26
0.424
best: 0.374 (D-PAD)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTm1 (336) Multivariate
MSE· 2024-11-26
0.367
best: 0.349 (LTBoost (drop_last=false))
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTm1 (96) Multivariate
MSE· 2024-11-26
0.309
best: 0.275 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTm1 (720) Multivariate
MSE· 2024-11-26
0.416
best: 0.403 (LTBoost (drop_last=false))
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2024-11-26
0.275
best: 0.225 (PatchMixer)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonWeather (96)
MSE· 2024-11-26
0.142
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2024-11-26
0.369
best: 0.341 (SegRNN)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonElectricity (96)
MSE· 2024-11-26
0.132
best: 0.126 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2024-11-26
0.325
best: 0.274 (PatchMixer)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series ForecastingonElectricity (720)
MSE· 2024-11-26
0.198
best: 0.178 (MoLE-RMLP)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2024-11-26
0.375
best: 0.372 (RLinear)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTm1 (192) Multivariate
MSE· 2024-11-26
0.339
best: 0.315 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonWeather (192)
MSE· 2024-11-26
0.187
best: 0.186 (SegRNN)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTm2 (96) Multivariate
MSE· 2024-11-26
0.162
best: 0.153 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonElectricity (336)
MSE· 2024-11-26
0.162
best: 0.156 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2024-11-26
0.35
best: 0.312 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2024-11-26
0.407
best: 0.373 (PatchMixer)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonElectricity (192)
MSE· 2024-11-26
0.148
best: 0.14 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2024-11-26
0.424
best: 0.374 (D-PAD)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTm1 (336) Multivariate
MSE· 2024-11-26
0.367
best: 0.349 (LTBoost (drop_last=false))
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTm1 (96) Multivariate
MSE· 2024-11-26
0.309
best: 0.275 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTm1 (720) Multivariate
MSE· 2024-11-26
0.416
best: 0.403 (LTBoost (drop_last=false))
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2024-11-26
0.275
best: 0.225 (PatchMixer)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonWeather (96)
MSE· 2024-11-26
0.142
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2024-11-26
0.369
best: 0.341 (SegRNN)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonElectricity (96)
MSE· 2024-11-26
0.132
best: 0.126 (xPatch)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2024-11-26
0.325
best: 0.274 (PatchMixer)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257
Time Series AnalysisonElectricity (720)
MSE· 2024-11-26
0.198
best: 0.178 (MoLE-RMLP)
Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting arXiv:2411.17257