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Models/QuerySelector

QuerySelector

Reported on 86 benchmarks across 3 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 Series86 results

Time Series ForecastingonBPI challenge '12
Accuracy· 2021-07-19
0.79
SOTA
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonHelpdesk
Accuracy· 2021-07-19
0.743
SOTA
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonBPI challenge '12
Accuracy· 2021-07-19
0.79
SOTA
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonHelpdesk
Accuracy· 2021-07-19
0.743
SOTA
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Multivariate Time Series ForecastingonBPI challenge '12
Accuracy· 2021-07-19
0.79
SOTA
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Multivariate Time Series ForecastingonHelpdesk
Accuracy· 2021-07-19
0.743
SOTA
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (336) Univariate
MAE· 2021-07-19
0.371
best: 0.323 (Informer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (336) Univariate
MSE· 2021-07-19
0.2088
best: 0.166 (PatchMixer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (168) Univariate
MAE· 2021-07-19
0.3322
best: 0.306 (Informer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (168) Univariate
MSE· 2021-07-19
0.1753
best: 0.154 (Informer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (24) Multivariate
MAE· uses extra data· 2021-07-19
0.4627
best: 0.342 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (24) Multivariate
MSE· uses extra data· 2021-07-19
0.4226
best: 0.3 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (168) Multivariate
MAE· 2021-07-19
1.0125
best: 0.38 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (168) Multivariate
MSE· 2021-07-19
1.7385
best: 0.342 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (24) Univariate
MAE· 2021-07-19
0.1616
best: 0.127 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (24) Univariate
MSE· 2021-07-19
0.0436
best: 0.029 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (720) Multivariate
MAE· 2021-07-19
1.3084
best: 0.418 (xPatch)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2021-07-19
3.0664
best: 0.372 (RLinear)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (720) Multivariate
MAE· 2021-07-19
0.8428
best: 0.447 (SegRNN)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2021-07-19
1.115
best: 0.409 (DiPE-Linear)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (336) Multivariate
MAE· 2021-07-19
1.1859
best: 0.36 (xPatch)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2021-07-19
2.3168
best: 0.312 (xPatch)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (720) Univariate
MAE· 2021-07-19
0.373
best: 0.223 (AutoCon)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (720) Univariate
MSE· 2021-07-19
0.2136
best: 0.078 (AutoCon)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (24) Multivariate
MAE· 2021-07-19
0.4864
best: 0.263 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (24) Multivariate
MSE· 2021-07-19
0.4124
best: 0.18 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (24) Univariate
MAE· 2021-07-19
0.2239
best: 0.183 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (24) Univariate
MSE· 2021-07-19
0.0843
best: 0.065 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2021-07-19
0.7039
best: 0.2158 (DeformTime)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2021-07-19
0.8503
best: 0.374 (D-PAD)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (168) Multivariate
MAE· 2021-07-19
0.6088
best: 0.417 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (168) Multivariate
MSE· 2021-07-19
0.6835
best: 0.408 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (168) Univariate
MAE· 2021-07-19
0.2371
best: 0.21 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (168) Univariate
MSE· 2021-07-19
0.0935
best: 0.071 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (48) Multivariate
MAE· 2021-07-19
0.4878
best: 0.388 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (48) Multivariate
MSE· 2021-07-19
0.4581
best: 0.361 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (720) Univariate
MAE· 2021-07-19
0.413
best: 0.338 (Informer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (720) Univariate
MSE· 2021-07-19
0.2585
best: 0.177 (AutoCon)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (48) Univariate
MAE· 2021-07-19
0.2118
best: 0.154 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (48) Univariate
MSE· 2021-07-19
0.0721
best: 0.041 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (336) Univariate
MAE· 2021-07-19
0.2844
best: 0.215 (SegRNN)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh1 (336) Univariate
MSE· 2021-07-19
0.1267
best: 0.073 (SegRNN)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (48) Multivariate
MAE· 2021-07-19
0.9317
best: 0.303 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (48) Multivariate
MSE· 2021-07-19
1.4074
best: 0.23 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (48) Univariate
MAE· 2021-07-19
0.2622
best: 0.227 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series ForecastingonETTh2 (48) Univariate
MSE· 2021-07-19
0.1117
best: 0.093 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (336) Univariate
MAE· 2021-07-19
0.371
best: 0.323 (Informer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (336) Univariate
MSE· 2021-07-19
0.2088
best: 0.166 (PatchMixer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (168) Univariate
MAE· 2021-07-19
0.3322
best: 0.306 (Informer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (168) Univariate
MSE· 2021-07-19
0.1753
best: 0.154 (Informer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (24) Multivariate
MAE· uses extra data· 2021-07-19
0.4627
best: 0.342 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (24) Multivariate
MSE· uses extra data· 2021-07-19
0.4226
best: 0.3 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (168) Multivariate
MAE· 2021-07-19
1.0125
best: 0.38 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (168) Multivariate
MSE· 2021-07-19
1.7385
best: 0.342 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (24) Univariate
MAE· 2021-07-19
0.1616
best: 0.127 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (24) Univariate
MSE· 2021-07-19
0.0436
best: 0.029 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (720) Multivariate
MAE· 2021-07-19
1.3084
best: 0.418 (xPatch)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2021-07-19
3.0664
best: 0.372 (RLinear)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (720) Multivariate
MAE· 2021-07-19
0.8428
best: 0.447 (SegRNN)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2021-07-19
1.115
best: 0.409 (DiPE-Linear)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (336) Multivariate
MAE· 2021-07-19
1.1859
best: 0.36 (xPatch)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2021-07-19
2.3168
best: 0.312 (xPatch)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (720) Univariate
MAE· 2021-07-19
0.373
best: 0.223 (AutoCon)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (720) Univariate
MSE· 2021-07-19
0.2136
best: 0.078 (AutoCon)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (24) Multivariate
MAE· 2021-07-19
0.4864
best: 0.263 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (24) Multivariate
MSE· 2021-07-19
0.4124
best: 0.18 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (24) Univariate
MAE· 2021-07-19
0.2239
best: 0.183 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (24) Univariate
MSE· 2021-07-19
0.0843
best: 0.065 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2021-07-19
0.7039
best: 0.2158 (DeformTime)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2021-07-19
0.8503
best: 0.374 (D-PAD)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (168) Multivariate
MAE· 2021-07-19
0.6088
best: 0.417 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (168) Multivariate
MSE· 2021-07-19
0.6835
best: 0.408 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (168) Univariate
MAE· 2021-07-19
0.2371
best: 0.21 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (168) Univariate
MSE· 2021-07-19
0.0935
best: 0.071 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (48) Multivariate
MAE· 2021-07-19
0.4878
best: 0.388 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (48) Multivariate
MSE· 2021-07-19
0.4581
best: 0.361 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (720) Univariate
MAE· 2021-07-19
0.413
best: 0.338 (Informer)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (720) Univariate
MSE· 2021-07-19
0.2585
best: 0.177 (AutoCon)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (48) Univariate
MAE· 2021-07-19
0.2118
best: 0.154 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (48) Univariate
MSE· 2021-07-19
0.0721
best: 0.041 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (336) Univariate
MAE· 2021-07-19
0.2844
best: 0.215 (SegRNN)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh1 (336) Univariate
MSE· 2021-07-19
0.1267
best: 0.073 (SegRNN)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (48) Multivariate
MAE· 2021-07-19
0.9317
best: 0.303 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (48) Multivariate
MSE· 2021-07-19
1.4074
best: 0.23 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (48) Univariate
MAE· 2021-07-19
0.2622
best: 0.227 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687
Time Series AnalysisonETTh2 (48) Univariate
MSE· 2021-07-19
0.1117
best: 0.093 (SCINet)
Long-term series forecasting with Query Selector -- efficient model of sparse attention arXiv:2107.08687