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Models/Informer

Informer

Reported on 80 benchmarks across 2 tasks · 1 paper · 80 SOTA

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

Time Series80 results

Time Series ForecastingonETTh2 (336) Univariate
MAE· 2020-12-14
0.323
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (336) Univariate
MSE· 2020-12-14
0.166
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (168) Univariate
MAE· 2020-12-14
0.306
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (168) Univariate
MSE· 2020-12-14
0.154
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (24) Multivariate
MAE· uses extra data· 2020-12-14
0.523
best: 0.342 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (24) Multivariate
MSE· uses extra data· 2020-12-14
0.509
best: 0.3 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (168) Multivariate
MAE· 2020-12-14
0.996
best: 0.38 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (168) Multivariate
MSE· 2020-12-14
1.512
best: 0.342 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (24) Univariate
MAE· 2020-12-14
0.152
best: 0.127 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (24) Univariate
MSE· 2020-12-14
0.046
best: 0.029 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (720) Multivariate
MAE· 2020-12-14
1.209
best: 0.418 (xPatch)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2020-12-14
2.34
best: 0.372 (RLinear)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (720) Multivariate
MAE· 2020-12-14
0.768
best: 0.447 (SegRNN)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2020-12-14
0.941
best: 0.409 (DiPE-Linear)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (336) Multivariate
MAE· 2020-12-14
1.035
best: 0.36 (xPatch)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2020-12-14
1.665
best: 0.312 (xPatch)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (720) Univariate
MAE· 2020-12-14
0.357
best: 0.223 (AutoCon)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (720) Univariate
MSE· 2020-12-14
0.201
best: 0.078 (AutoCon)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (24) Multivariate
MAE· 2020-12-14
0.523
best: 0.263 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (24) Multivariate
MSE· 2020-12-14
0.446
best: 0.18 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (24) Univariate
MAE· 2020-12-14
0.213
best: 0.183 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (24) Univariate
MSE· 2020-12-14
0.083
best: 0.065 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2020-12-14
0.753
best: 0.2158 (DeformTime)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2020-12-14
0.884
best: 0.374 (D-PAD)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (168) Multivariate
MAE· 2020-12-14
0.722
best: 0.417 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (168) Multivariate
MSE· 2020-12-14
0.878
best: 0.408 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (168) Univariate
MAE· 2020-12-14
0.337
best: 0.21 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (168) Univariate
MSE· 2020-12-14
0.183
best: 0.071 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (48) Multivariate
MAE· 2020-12-14
0.563
best: 0.388 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (48) Multivariate
MSE· 2020-12-14
0.551
best: 0.361 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (720) Univariate
MAE· 2020-12-14
0.338
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (720) Univariate
MSE· 2020-12-14
0.181
best: 0.177 (AutoCon)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (48) Univariate
MAE· 2020-12-14
0.274
best: 0.154 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (48) Univariate
MSE· 2020-12-14
0.129
best: 0.041 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (336) Univariate
MAE· 2020-12-14
0.346
best: 0.215 (SegRNN)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh1 (336) Univariate
MSE· 2020-12-14
0.189
best: 0.073 (SegRNN)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (48) Multivariate
MAE· 2020-12-14
0.733
best: 0.303 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (48) Multivariate
MSE· 2020-12-14
0.934
best: 0.23 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (48) Univariate
MAE· 2020-12-14
0.249
best: 0.227 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series ForecastingonETTh2 (48) Univariate
MSE· 2020-12-14
0.111
best: 0.093 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (336) Univariate
MAE· 2020-12-14
0.323
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (336) Univariate
MSE· 2020-12-14
0.166
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (168) Univariate
MAE· 2020-12-14
0.306
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (168) Univariate
MSE· 2020-12-14
0.154
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (24) Multivariate
MAE· uses extra data· 2020-12-14
0.523
best: 0.342 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (24) Multivariate
MSE· uses extra data· 2020-12-14
0.509
best: 0.3 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (168) Multivariate
MAE· 2020-12-14
0.996
best: 0.38 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (168) Multivariate
MSE· 2020-12-14
1.512
best: 0.342 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (24) Univariate
MAE· 2020-12-14
0.152
best: 0.127 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (24) Univariate
MSE· 2020-12-14
0.046
best: 0.029 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (720) Multivariate
MAE· 2020-12-14
1.209
best: 0.418 (xPatch)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2020-12-14
2.34
best: 0.372 (RLinear)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (720) Multivariate
MAE· 2020-12-14
0.768
best: 0.447 (SegRNN)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2020-12-14
0.941
best: 0.409 (DiPE-Linear)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (336) Multivariate
MAE· 2020-12-14
1.035
best: 0.36 (xPatch)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2020-12-14
1.665
best: 0.312 (xPatch)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (720) Univariate
MAE· 2020-12-14
0.357
best: 0.223 (AutoCon)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (720) Univariate
MSE· 2020-12-14
0.201
best: 0.078 (AutoCon)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (24) Multivariate
MAE· 2020-12-14
0.523
best: 0.263 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (24) Multivariate
MSE· 2020-12-14
0.446
best: 0.18 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (24) Univariate
MAE· 2020-12-14
0.213
best: 0.183 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (24) Univariate
MSE· 2020-12-14
0.083
best: 0.065 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2020-12-14
0.753
best: 0.2158 (DeformTime)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2020-12-14
0.884
best: 0.374 (D-PAD)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (168) Multivariate
MAE· 2020-12-14
0.722
best: 0.417 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (168) Multivariate
MSE· 2020-12-14
0.878
best: 0.408 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (168) Univariate
MAE· 2020-12-14
0.337
best: 0.21 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (168) Univariate
MSE· 2020-12-14
0.183
best: 0.071 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (48) Multivariate
MAE· 2020-12-14
0.563
best: 0.388 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (48) Multivariate
MSE· 2020-12-14
0.551
best: 0.361 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (720) Univariate
MAE· 2020-12-14
0.338
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (720) Univariate
MSE· 2020-12-14
0.181
best: 0.177 (AutoCon)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (48) Univariate
MAE· 2020-12-14
0.274
best: 0.154 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (48) Univariate
MSE· 2020-12-14
0.129
best: 0.041 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (336) Univariate
MAE· 2020-12-14
0.346
best: 0.215 (SegRNN)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh1 (336) Univariate
MSE· 2020-12-14
0.189
best: 0.073 (SegRNN)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (48) Multivariate
MAE· 2020-12-14
0.733
best: 0.303 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (48) Multivariate
MSE· 2020-12-14
0.934
best: 0.23 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (48) Univariate
MAE· 2020-12-14
0.249
best: 0.227 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436
Time Series AnalysisonETTh2 (48) Univariate
MSE· 2020-12-14
0.111
best: 0.093 (SCINet)
SOTA
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting arXiv:2012.07436