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Models/PRformer

PRformer

Reported on 64 benchmarks across 3 tasks · 1 paper · 22 SOTA

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

Time Series68 results

Time Series ForecastingonTraffic (96)
MSE· 2024-08-20
0.353
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonTraffic (192)
MSE· 2024-08-20
0.372
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTm1 (192) Multivariate
MSE· 2024-08-20
0.324
best: 0.315 (xPatch)
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTm2 (96) Multivariate
MSE· 2024-08-20
0.162
best: 0.153 (xPatch)
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonTraffic (720)
MSE· 2024-08-20
0.421
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTm2 (336) Multivariate
MSE· 2024-08-20
0.272
best: 0.262 (LTBoost (drop_last=false))
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTm1 (336) Multivariate
MSE· 2024-08-20
0.362
best: 0.349 (LTBoost (drop_last=false))
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTm1 (96) Multivariate
MSE· 2024-08-20
0.278
best: 0.275 (xPatch)
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonElectricity (96)
MSE· 2024-08-20
0.127
best: 0.126 (xPatch)
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonTraffic (96)
MSE· 2024-08-20
0.353
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonTraffic (192)
MSE· 2024-08-20
0.372
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTm1 (192) Multivariate
MSE· 2024-08-20
0.324
best: 0.315 (xPatch)
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTm2 (96) Multivariate
MSE· 2024-08-20
0.162
best: 0.153 (xPatch)
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonTraffic (720)
MSE· 2024-08-20
0.421
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTm2 (336) Multivariate
MSE· 2024-08-20
0.272
best: 0.262 (LTBoost (drop_last=false))
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTm1 (336) Multivariate
MSE· 2024-08-20
0.362
best: 0.349 (LTBoost (drop_last=false))
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTm1 (96) Multivariate
MSE· 2024-08-20
0.278
best: 0.275 (xPatch)
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonElectricity (96)
MSE· 2024-08-20
0.127
best: 0.126 (xPatch)
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Multivariate Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2024-08-20
0.383
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Multivariate Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2024-08-20
0.354
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Multivariate Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2024-08-20
0.41
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Multivariate Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2024-08-20
0.397
best: 0.396 (MMFNet)
SOTA
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2024-08-20
0.396
best: 0.372 (RLinear)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2024-08-20
0.489
best: 0.409 (DiPE-Linear)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonWeather (192)
MSE· 2024-08-20
0.188
best: 0.186 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonWeather (336)
MSE· 2024-08-20
0.241
best: 0.218 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonElectricity (336)
MSE· 2024-08-20
0.161
best: 0.156 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonWeather (720)
MSE· 2024-08-20
0.326
best: 0.291 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2024-08-20
0.361
best: 0.312 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2024-08-20
0.397
best: 0.373 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonTraffic (336)
MSE· 2024-08-20
0.385
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonElectricity (192)
MSE· 2024-08-20
0.148
best: 0.14 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2024-08-20
0.427
best: 0.374 (D-PAD)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTm1 (720) Multivariate
MSE· 2024-08-20
0.426
best: 0.403 (LTBoost (drop_last=false))
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2024-08-20
0.268
best: 0.225 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonWeather (96)
MSE· 2024-08-20
0.144
best: 0.142 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTm2 (192) Multivariate
MSE· 2024-08-20
0.219
best: 0.213 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2024-08-20
0.354
best: 0.341 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2024-08-20
0.332
best: 0.274 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonElectricity (720)
MSE· 2024-08-20
0.185
best: 0.178 (MoLE-RMLP)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTm2 (720) Multivariate
MSE· 2024-08-20
0.359
best: 0.338 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2024-08-20
0.383
best: 0.376 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2024-08-20
0.354
best: 0.341 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2024-08-20
0.41
best: 0.394 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2024-08-20
0.397
best: 0.373 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2024-08-20
0.396
best: 0.372 (RLinear)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2024-08-20
0.489
best: 0.409 (DiPE-Linear)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonWeather (192)
MSE· 2024-08-20
0.188
best: 0.186 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonWeather (336)
MSE· 2024-08-20
0.241
best: 0.218 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonElectricity (336)
MSE· 2024-08-20
0.161
best: 0.156 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonWeather (720)
MSE· 2024-08-20
0.326
best: 0.291 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2024-08-20
0.361
best: 0.312 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2024-08-20
0.397
best: 0.373 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonTraffic (336)
MSE· 2024-08-20
0.385
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonElectricity (192)
MSE· 2024-08-20
0.148
best: 0.14 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2024-08-20
0.427
best: 0.374 (D-PAD)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTm1 (720) Multivariate
MSE· 2024-08-20
0.426
best: 0.403 (LTBoost (drop_last=false))
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2024-08-20
0.268
best: 0.225 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonWeather (96)
MSE· 2024-08-20
0.144
best: 0.142 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTm2 (192) Multivariate
MSE· 2024-08-20
0.219
best: 0.213 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2024-08-20
0.354
best: 0.341 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2024-08-20
0.332
best: 0.274 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonElectricity (720)
MSE· 2024-08-20
0.185
best: 0.178 (MoLE-RMLP)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTm2 (720) Multivariate
MSE· 2024-08-20
0.359
best: 0.338 (xPatch)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh1 (96) Multivariate
MAE· 2024-08-20
0.383
best: 0.376 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2024-08-20
0.354
best: 0.341 (SegRNN)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh1 (192) Multivariate
MAE· 2024-08-20
0.41
best: 0.394 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2024-08-20
0.397
best: 0.373 (PatchMixer)
PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting arXiv:2408.10483