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Models/GLinear

GLinear

Reported on 70 benchmarks across 3 tasks · 1 paper · 50 SOTA

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

Time Series82 results

Time Series ForecastingonWeather
MSE· 2025-01-02
0.0716
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonTraffic
MSE · 2025-01-02
0.3222
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (48) Multivariate
MSE · 2025-01-02
0.3142
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonElectricity
MSE · 2025-01-02
0.0883
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonTraffic (192)
MSE · 2025-01-02
0.4056
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (336)
MSE· 2025-01-02
0.4915
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonWeather (720)
MSE · 2025-01-02
0.32
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (24)
MSE· 2025-01-02
0.3142
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonWeather (192)
MSE · 2025-01-02
0.1883
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (720) Multivariate
MSE · 2025-01-02
0.5923
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonTraffic (720)
MSE · 2025-01-02
0.4488
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonTraffic (96)
MSE · 2025-01-02
0.3875
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (192)
MSE· 2025-01-02
0.4202
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonTraffic (336)
MSE · 2025-01-02
0.4201
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonWeather
MSE · 2025-01-02
0.0716
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonWeather
MSE· 2025-01-02
0.0716
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonTraffic
MSE · 2025-01-02
0.3222
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonETTh1 (48) Multivariate
MSE · 2025-01-02
0.3142
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonElectricity
MSE · 2025-01-02
0.0883
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonTraffic (192)
MSE · 2025-01-02
0.4056
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonETTh1 (336)
MSE· 2025-01-02
0.4915
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonWeather (720)
MSE · 2025-01-02
0.32
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonETTh1 (24)
MSE· 2025-01-02
0.3142
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonWeather (192)
MSE · 2025-01-02
0.1883
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonETTh1 (720) Multivariate
MSE · 2025-01-02
0.5923
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonTraffic (720)
MSE · 2025-01-02
0.4488
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonTraffic (96)
MSE · 2025-01-02
0.3875
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonETTh1 (192)
MSE· 2025-01-02
0.4202
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonTraffic (336)
MSE · 2025-01-02
0.4201
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonWeather
MSE · 2025-01-02
0.0716
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonWeather
MSE· 2025-01-02
0.0716
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonTraffic
MSE · 2025-01-02
0.3222
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonETTh1 (48) Multivariate
MSE · 2025-01-02
0.3142
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonElectricity
MSE · 2025-01-02
0.0883
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonTraffic (192)
MSE · 2025-01-02
0.4056
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonETTh1 (336)
MSE· 2025-01-02
0.4915
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonWeather (720)
MSE · 2025-01-02
0.32
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonETTh1 (24)
MSE· 2025-01-02
0.3142
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonElectricity (192)
MSE· 2025-01-02
0.1494
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonWeather (192)
MSE · 2025-01-02
0.1883
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonETTh1 (720) Multivariate
MSE · 2025-01-02
0.5923
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonETTh1 (24) Multivariate
MSE· 2025-01-02
0.3142
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonElectricity (96)
MSE· 2025-01-02
0.1313
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonTraffic (720)
MSE · 2025-01-02
0.4488
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonTraffic (96)
MSE · 2025-01-02
0.3875
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonETTh1 (96)
MSE· 2025-01-02
0.382
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonETTh1 (192)
MSE· 2025-01-02
0.4202
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonElectricity (336)
MSE· 2025-01-02
0.1651
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonTraffic (336)
MSE · 2025-01-02
0.4201
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonWeather
MSE · 2025-01-02
0.0716
SOTA
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (24) Multivariate
MSE· 2025-01-02
0.3142
best: 0.3 (SCINet)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2025-01-02
0.5923
best: 0.409 (DiPE-Linear)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonElectricity (336)
MSE· 2025-01-02
0.1651
best: 0.156 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonElectricity (96)
MSE· 2025-01-02
0.1313
best: 0.126 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonElectricity (192)
MSE· 2025-01-02
0.1494
best: 0.14 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (24) Multivariate
MSE· 2025-01-02
0.3142
best: 0.3 (SCINet)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonElectricity (96)
MSE· 2025-01-02
0.1313
best: 0.126 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (96)
MSE· 2025-01-02
0.382
best: 0.368 (TSMixer)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonElectricity (336)
MSE· 2025-01-02
0.1651
best: 0.156 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonTraffic
MSE · 2025-01-02
0.3222
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonElectricity
MSE · 2025-01-02
0.0883
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonETTh1 (24) Multivariate
MSE· 2025-01-02
0.3142
best: 0.3 (SCINet)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2025-01-02
0.5923
best: 0.409 (DiPE-Linear)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonElectricity (336)
MSE· 2025-01-02
0.1651
best: 0.156 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonElectricity (96)
MSE· 2025-01-02
0.1313
best: 0.126 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonElectricity (192)
MSE· 2025-01-02
0.1494
best: 0.14 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonETTh1 (24) Multivariate
MSE· 2025-01-02
0.3142
best: 0.3 (SCINet)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonElectricity (96)
MSE· 2025-01-02
0.1313
best: 0.126 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonETTh1 (96)
MSE· 2025-01-02
0.382
best: 0.368 (TSMixer)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonElectricity (336)
MSE· 2025-01-02
0.1651
best: 0.156 (xPatch)
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonTraffic
MSE · 2025-01-02
0.3222
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series AnalysisonElectricity
MSE · 2025-01-02
0.0883
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonTraffic
MSE · 2025-01-02
0.3222
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Multivariate Time Series ForecastingonElectricity
MSE · 2025-01-02
0.0883
Bridging Simplicity and Sophistication using GLinear: A Novel Architecture for Enhanced Time Series Prediction arXiv:2501.01087
Time Series ForecastingonETTh1 (24) Multivariate
MAE
0.3654
best: 0.342 (SCINet)
Time Series ForecastingonETTh1 (720) Multivariate
MAE
0.5373
best: 0.447 (SegRNN)
Time Series ForecastingonElectricity (336)
MAE
0.2582
best: 0.249 (xPatch)
Time Series ForecastingonElectricity (96)
MAE
0.2258
best: 0.217 (xPatch)
Time Series AnalysisonETTh1 (24) Multivariate
MAE
0.3654
best: 0.342 (SCINet)
Time Series AnalysisonETTh1 (720) Multivariate
MAE
0.5373
best: 0.447 (SegRNN)
Time Series AnalysisonElectricity (336)
MAE
0.2582
best: 0.249 (xPatch)
Time Series AnalysisonElectricity (96)
MAE
0.2258
best: 0.217 (xPatch)