Tasks SotA Datasets Papers Methods Submit About

Papers With Code 2

A community resource for machine learning research: papers, code, benchmarks, and state-of-the-art results.

Explore

Notable Benchmarks All SotA Datasets Papers Methods

Community

Submit Results About

Data sourced from the PWC Archive (CC-BY-SA 4.0). Built by the community, for the community.

Models/MoLE-RLinear

MoLE-RLinear

Reported on 24 benchmarks across 2 tasks · 1 paper · 6 SOTA

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

Time Series24 results

Time Series ForecastingonWeather2K1786 (192)
MSE· 2023-12-11
0.581
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K850 (96)
MSE· 2023-12-11
0.471
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K1786 (720)
MSE· 2023-12-11
0.628
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K1786 (192)
MSE· 2023-12-11
0.581
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K850 (96)
MSE· 2023-12-11
0.471
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K1786 (720)
MSE· 2023-12-11
0.628
SOTA
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2023-12-11
0.409
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
0.449
best: 0.409 (DiPE-Linear)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2023-12-11
0.371
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
0.403
best: 0.373 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2023-12-11
0.43
best: 0.374 (D-PAD)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2023-12-11
0.273
best: 0.225 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2023-12-11
0.375
best: 0.341 (SegRNN)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2023-12-11
0.336
best: 0.274 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series ForecastingonWeather2K1786 (96)
MSE· 2023-12-11
0.535
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2023-12-11
0.409
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
0.449
best: 0.409 (DiPE-Linear)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2023-12-11
0.371
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
0.403
best: 0.373 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2023-12-11
0.43
best: 0.374 (D-PAD)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2023-12-11
0.273
best: 0.225 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2023-12-11
0.375
best: 0.341 (SegRNN)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2023-12-11
0.336
best: 0.274 (PatchMixer)
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786
Time Series AnalysisonWeather2K1786 (96)
MSE· 2023-12-11
0.535
Mixture-of-Linear-Experts for Long-term Time Series Forecasting arXiv:2312.06786