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Models/MoLE-DLinear

MoLE-DLinear

Reported on 80 benchmarks across 2 tasks · 1 paper · 36 SOTA

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

Time Series80 results

Time Series ForecastingonWeather2K114 (96)
MSE· 2023-12-11
0.391
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K79 (336)
MSE· 2023-12-11
0.546
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K114 (720)
MSE· 2023-12-11
0.425
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K850 (192)
MSE· 2023-12-11
0.484
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K850 (720)
MSE· 2023-12-11
0.461
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K850 (336)
MSE· 2023-12-11
0.474
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTm1 (96) Multivariate
MSE· 2023-12-11
0.286
best: 0.275 (xPatch)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K79 (96)
MSE· 2023-12-11
0.555
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K79 (720)
MSE· 2023-12-11
0.535
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K1786 (192)
MSE· 2023-12-11
0.601
best: 0.581 (MoLE-RLinear)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K850 (96)
MSE· 2023-12-11
0.474
best: 0.471 (MoLE-RLinear)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K114 (192)
MSE· 2023-12-11
0.405
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K114 (336)
MSE· 2023-12-11
0.415
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K1786 (336)
MSE· 2023-12-11
0.603
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K1786 (720)
MSE· 2023-12-11
0.66
best: 0.628 (MoLE-RLinear)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K1786 (96)
MSE· 2023-12-11
0.535
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K79 (192)
MSE· 2023-12-11
0.566
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonElectricity (720)
MSE· 2023-12-11
0.18
best: 0.178 (MoLE-RMLP)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K114 (96)
MSE· 2023-12-11
0.391
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K79 (336)
MSE· 2023-12-11
0.546
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K114 (720)
MSE· 2023-12-11
0.425
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K850 (192)
MSE· 2023-12-11
0.484
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K850 (720)
MSE· 2023-12-11
0.461
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K850 (336)
MSE· 2023-12-11
0.474
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTm1 (96) Multivariate
MSE· 2023-12-11
0.286
best: 0.275 (xPatch)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K79 (96)
MSE· 2023-12-11
0.555
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K79 (720)
MSE· 2023-12-11
0.535
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K1786 (192)
MSE· 2023-12-11
0.601
best: 0.581 (MoLE-RLinear)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K850 (96)
MSE· 2023-12-11
0.474
best: 0.471 (MoLE-RLinear)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K114 (192)
MSE· 2023-12-11
0.405
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K114 (336)
MSE· 2023-12-11
0.415
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K1786 (336)
MSE· 2023-12-11
0.603
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K1786 (720)
MSE· 2023-12-11
0.66
best: 0.628 (MoLE-RLinear)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K1786 (96)
MSE· 2023-12-11
0.535
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K79 (192)
MSE· 2023-12-11
0.566
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonElectricity (720)
MSE· 2023-12-11
0.18
best: 0.178 (MoLE-RMLP)
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2023-12-11
0.605
best: 0.372 (RLinear)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2023-12-11
0.505
best: 0.409 (DiPE-Linear)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTm1 (192) Multivariate
MSE· 2023-12-11
0.328
best: 0.315 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather (192)
MSE· 2023-12-11
0.203
best: 0.186 (SegRNN)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather (336)
MSE· 2023-12-11
0.238
best: 0.218 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTm2 (96) Multivariate
MSE· 2023-12-11
0.168
best: 0.153 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonElectricity (336)
MSE· 2023-12-11
0.162
best: 0.156 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather (720)
MSE· 2023-12-11
0.314
best: 0.291 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2023-12-11
0.419
best: 0.312 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2023-12-11
0.453
best: 0.373 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonElectricity (192)
MSE· 2023-12-11
0.147
best: 0.14 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2023-12-11
0.469
best: 0.374 (D-PAD)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTm2 (336) Multivariate
MSE· 2023-12-11
0.289
best: 0.262 (LTBoost (drop_last=false))
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTm1 (336) Multivariate
MSE· 2023-12-11
0.38
best: 0.349 (LTBoost (drop_last=false))
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTm1 (720) Multivariate
MSE· 2023-12-11
0.447
best: 0.403 (LTBoost (drop_last=false))
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2023-12-11
0.287
best: 0.225 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather (96)
MSE· 2023-12-11
0.147
best: 0.142 (SegRNN)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTm2 (192) Multivariate
MSE· 2023-12-11
0.233
best: 0.213 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2023-12-11
0.377
best: 0.341 (SegRNN)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonElectricity (96)
MSE· 2023-12-11
0.131
best: 0.126 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2023-12-11
0.362
best: 0.274 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTm2 (720) Multivariate
MSE· 2023-12-11
0.399
best: 0.338 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2023-12-11
0.605
best: 0.372 (RLinear)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2023-12-11
0.505
best: 0.409 (DiPE-Linear)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTm1 (192) Multivariate
MSE· 2023-12-11
0.328
best: 0.315 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather (192)
MSE· 2023-12-11
0.203
best: 0.186 (SegRNN)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather (336)
MSE· 2023-12-11
0.238
best: 0.218 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTm2 (96) Multivariate
MSE· 2023-12-11
0.168
best: 0.153 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonElectricity (336)
MSE· 2023-12-11
0.162
best: 0.156 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather (720)
MSE· 2023-12-11
0.314
best: 0.291 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2023-12-11
0.419
best: 0.312 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2023-12-11
0.453
best: 0.373 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonElectricity (192)
MSE· 2023-12-11
0.147
best: 0.14 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2023-12-11
0.469
best: 0.374 (D-PAD)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTm2 (336) Multivariate
MSE· 2023-12-11
0.289
best: 0.262 (LTBoost (drop_last=false))
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTm1 (336) Multivariate
MSE· 2023-12-11
0.38
best: 0.349 (LTBoost (drop_last=false))
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTm1 (720) Multivariate
MSE· 2023-12-11
0.447
best: 0.403 (LTBoost (drop_last=false))
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2023-12-11
0.287
best: 0.225 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather (96)
MSE· 2023-12-11
0.147
best: 0.142 (SegRNN)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTm2 (192) Multivariate
MSE· 2023-12-11
0.233
best: 0.213 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2023-12-11
0.377
best: 0.341 (SegRNN)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonElectricity (96)
MSE· 2023-12-11
0.131
best: 0.126 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2023-12-11
0.362
best: 0.274 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTm2 (720) Multivariate
MSE· 2023-12-11
0.399
best: 0.338 (xPatch)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786