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SOTA Multivariate long-term time series forecasting benchmarks and papers with code | Wizwand
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Multivariate long-term time series forecasting
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Traffic
S_Mamba
MSE
0.353
119
24d ago
ILI (test)
KOSS
MSE
1.108
108
1mo ago
Solar-Energy
TimeMixer
MSE
0.167
88
27d ago
Weather
FITS
MSE
0.143
74
5mo ago
ETTm2
MMFNet
MSE
0.16
74
5mo ago
Electricity Multivariate (test)
PatchMixer
MSE
0.129
44
5mo ago
Electricity
PatchTST
MSE
0.129
36
5mo ago
Traffic
PatchTST
MSE
0.366
32
5mo ago
Electricity
PatchTST
MSE
0.129
32
5mo ago
Electricity
PatchTST
MSE
0.13
15
27d ago
ETT Avg (test)
CATS
MSE
0.289
10
5mo ago
Electricity
PatchTST
MSE (Horizon 96)
0.129
10
5mo ago
Electricity (test)
RCF part
Training Time (s)
12.8
9
5mo ago
MOBILITY (test)
PESD-TSF
MSE
0.299
8
2mo ago
ATEC (test)
PESD-TSF
MSE
0.287
8
2mo ago
METER (test)
PESD-TSF
MSE
0.936
8
2mo ago
Weather O=720 (test)
Dlinear
MSE
0.345
7
5mo ago
Weather O=336 (test)
TimesNet
MSE
0.28
7
5mo ago
Weather O=96 (test)
TimesNet
MSE
0.172
7
5mo ago
Traffic O=720 (test)
CP-Net
MSE
0.539
7
5mo ago
Traffic O=336 (test)
CP-Net
MSE
0.506
7
5mo ago
Traffic O=192 (test)
CP-Net
MSE
0.492
7
5mo ago
Traffic O=96 (test)
CP-Net
MSE
0.492
7
5mo ago
ETTh2 O=720 (test)
CP-Net
MSE
0.42
7
5mo ago
ETTh2 O=336 (test)
CP-Net
MSE
0.412
7
5mo ago
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