TSMixer

Reported on 102 benchmarks across 3 tasks · 2 papers · 36 SOTA

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

Time Series116 results

Time Series ForecastingonTraffic (96)
MSE· 2023-06-14
0.356
best: 0.353 (PRformer)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonTraffic (192)
MSE· 2023-06-14
0.377
best: 0.372 (PRformer)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonWeather (192)
MAE· 2023-06-14
0.24
best: 0.227 (SegRNN)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonWeather (336)
MAE· 2023-06-14
0.279
best: 0.26 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonElectricity (336)
MSE· 2023-06-14
0.158
best: 0.156 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonWeather (720)
MAE· 2023-06-14
0.333
best: 0.315 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonTraffic (720)
MSE· 2023-06-14
0.424
best: 0.421 (PRformer)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (96)
MAE· 2023-06-14
0.398
best: 0.393 (Ada-MSHyper)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (96)
MSE· 2023-06-14
0.368
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonTraffic (336)
MSE· 2023-06-14
0.385
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm1 (336) Multivariate
MSE· 2023-06-14
0.365
best: 0.349 (LTBoost (drop_last=false))
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm1 (720) Multivariate
MAE· 2023-06-14
0.413
best: 0.405 (LTBoost (drop_last=false))
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm1 (720) Multivariate
MSE· 2023-06-14
0.416
best: 0.403 (LTBoost (drop_last=false))
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm2 (720) Multivariate
MAE· 2023-06-14
0.38
best: 0.363 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm2 (720) Multivariate
MSE· 2023-06-14
0.358
best: 0.338 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonTraffic (96)
MSE· 2023-06-14
0.356
best: 0.353 (PRformer)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonTraffic (192)
MSE· 2023-06-14
0.377
best: 0.372 (PRformer)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonWeather (192)
MAE· 2023-06-14
0.24
best: 0.227 (SegRNN)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonWeather (336)
MAE· 2023-06-14
0.279
best: 0.26 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonElectricity (336)
MSE· 2023-06-14
0.158
best: 0.156 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonWeather (720)
MAE· 2023-06-14
0.333
best: 0.315 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonTraffic (720)
MSE· 2023-06-14
0.424
best: 0.421 (PRformer)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (96)
MAE· 2023-06-14
0.398
best: 0.393 (Ada-MSHyper)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (96)
MSE· 2023-06-14
0.368
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonTraffic (336)
MSE· 2023-06-14
0.385
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm1 (336) Multivariate
MSE· 2023-06-14
0.365
best: 0.349 (LTBoost (drop_last=false))
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm1 (720) Multivariate
MAE· 2023-06-14
0.413
best: 0.405 (LTBoost (drop_last=false))
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm1 (720) Multivariate
MSE· 2023-06-14
0.416
best: 0.403 (LTBoost (drop_last=false))
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm2 (720) Multivariate
MAE· 2023-06-14
0.38
best: 0.363 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm2 (720) Multivariate
MSE· 2023-06-14
0.358
best: 0.338 (xPatch)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Multivariate Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2023-06-14
0.444
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Multivariate Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2023-06-14
0.398
best: 0.383 (PRformer)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Multivariate Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2023-06-14
0.368
best: 0.354 (PRformer)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Multivariate Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2023-06-14
0.418
best: 0.41 (PRformer)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Multivariate Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2023-06-14
0.399
best: 0.396 (MMFNet)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Multivariate Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2023-06-14
0.421
best: 0.409 (MMFNet)
SOTA
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh2 (720) Multivariate
MAE· 2023-06-14
0.436
best: 0.418 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2023-06-14
0.395
best: 0.372 (RLinear)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (720) Multivariate
MAE· 2023-06-14
0.467
best: 0.447 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2023-06-14
0.444
best: 0.409 (DiPE-Linear)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm1 (192) Multivariate
MAE· 2023-06-14
0.369
best: 0.354 (LTBoost (drop_last=false))
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm1 (192) Multivariate
MSE· 2023-06-14
0.333
best: 0.315 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonWeather (192)
MSE· 2023-06-14
0.191
best: 0.186 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonWeather (336)
MSE· 2023-06-14
0.243
best: 0.218 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm2 (96) Multivariate
MAE· 2023-06-14
0.255
best: 0.24 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm2 (96) Multivariate
MSE· 2023-06-14
0.164
best: 0.153 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonWeather (720)
MSE· 2023-06-14
0.316
best: 0.291 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh2 (336) Multivariate
MAE· 2023-06-14
0.401
best: 0.36 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2023-06-14
0.357
best: 0.312 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2023-06-14
0.418
best: 0.394 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2023-06-14
0.399
best: 0.373 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2023-06-14
0.436
best: 0.2158 (DeformTime)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2023-06-14
0.421
best: 0.374 (D-PAD)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm2 (336) Multivariate
MAE· 2023-06-14
0.329
best: 0.315 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm2 (336) Multivariate
MSE· 2023-06-14
0.273
best: 0.262 (LTBoost (drop_last=false))
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm1 (336) Multivariate
MAE· 2023-06-14
0.385
best: 0.375 (LTBoost (drop_last=false))
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm1 (96) Multivariate
MAE· 2023-06-14
0.346
best: 0.33 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm1 (96) Multivariate
MSE· 2023-06-14
0.291
best: 0.275 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh2 (96) Multivariate
MAE· 2023-06-14
0.337
best: 0.297 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2023-06-14
0.276
best: 0.225 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonWeather (96)
MAE· 2023-06-14
0.197
best: 0.181 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonWeather (96)
MSE· 2023-06-14
0.146
best: 0.142 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm2 (192) Multivariate
MAE· 2023-06-14
0.293
best: 0.28 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTm2 (192) Multivariate
MSE· 2023-06-14
0.219
best: 0.213 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2023-06-14
0.398
best: 0.376 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2023-06-14
0.368
best: 0.341 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonElectricity (96)
MSE· 2023-06-14
0.129
best: 0.126 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh2 (192) Multivariate
MAE· 2023-06-14
0.374
best: 0.33 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2023-06-14
0.33
best: 0.274 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2023-06-14
0.444
best: 0.409 (DiPE-Linear)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2023-06-14
0.398
best: 0.376 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2023-06-14
0.368
best: 0.341 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2023-06-14
0.418
best: 0.394 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2023-06-14
0.399
best: 0.373 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2023-06-14
0.421
best: 0.374 (D-PAD)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh2 (720) Multivariate
MAE· 2023-06-14
0.436
best: 0.418 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2023-06-14
0.395
best: 0.372 (RLinear)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (720) Multivariate
MAE· 2023-06-14
0.467
best: 0.447 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2023-06-14
0.444
best: 0.409 (DiPE-Linear)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm1 (192) Multivariate
MAE· 2023-06-14
0.369
best: 0.354 (LTBoost (drop_last=false))
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm1 (192) Multivariate
MSE· 2023-06-14
0.333
best: 0.315 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonWeather (192)
MSE· 2023-06-14
0.191
best: 0.186 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonWeather (336)
MSE· 2023-06-14
0.243
best: 0.218 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm2 (96) Multivariate
MAE· 2023-06-14
0.255
best: 0.24 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm2 (96) Multivariate
MSE· 2023-06-14
0.164
best: 0.153 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonWeather (720)
MSE· 2023-06-14
0.316
best: 0.291 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh2 (336) Multivariate
MAE· 2023-06-14
0.401
best: 0.36 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2023-06-14
0.357
best: 0.312 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (192) Multivariate
MAE· 2023-06-14
0.418
best: 0.394 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2023-06-14
0.399
best: 0.373 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2023-06-14
0.436
best: 0.2158 (DeformTime)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2023-06-14
0.421
best: 0.374 (D-PAD)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm2 (336) Multivariate
MAE· 2023-06-14
0.329
best: 0.315 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm2 (336) Multivariate
MSE· 2023-06-14
0.273
best: 0.262 (LTBoost (drop_last=false))
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm1 (336) Multivariate
MAE· 2023-06-14
0.385
best: 0.375 (LTBoost (drop_last=false))
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm1 (96) Multivariate
MAE· 2023-06-14
0.346
best: 0.33 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm1 (96) Multivariate
MSE· 2023-06-14
0.291
best: 0.275 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh2 (96) Multivariate
MAE· 2023-06-14
0.337
best: 0.297 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2023-06-14
0.276
best: 0.225 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonWeather (96)
MAE· 2023-06-14
0.197
best: 0.181 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonWeather (96)
MSE· 2023-06-14
0.146
best: 0.142 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm2 (192) Multivariate
MAE· 2023-06-14
0.293
best: 0.28 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTm2 (192) Multivariate
MSE· 2023-06-14
0.219
best: 0.213 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (96) Multivariate
MAE· 2023-06-14
0.398
best: 0.376 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2023-06-14
0.368
best: 0.341 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonElectricity (96)
MSE· 2023-06-14
0.129
best: 0.126 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh2 (192) Multivariate
MAE· 2023-06-14
0.374
best: 0.33 (xPatch)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2023-06-14
0.33
best: 0.274 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2023-06-14
0.444
best: 0.409 (DiPE-Linear)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (96) Multivariate
MAE· 2023-06-14
0.398
best: 0.376 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2023-06-14
0.368
best: 0.341 (SegRNN)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (192) Multivariate
MAE· 2023-06-14
0.418
best: 0.394 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2023-06-14
0.399
best: 0.373 (PatchMixer)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2023-06-14
0.421
best: 0.374 (D-PAD)
TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting arXiv:2306.09364
Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2023-03-10
0.431
best: 0.2158 (DeformTime)
TSMixer: An All-MLP Architecture for Time Series Forecasting arXiv:2303.06053
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2023-03-10
0.431
best: 0.2158 (DeformTime)
TSMixer: An All-MLP Architecture for Time Series Forecasting arXiv:2303.06053