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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
ILI (test)
KOSS
MSE
1.108
108
6d ago
Traffic
S_Mamba
MSE
0.353
93
2mo ago
Solar-Energy
TimeMixer
MSE
0.167
83
8d ago
Weather
FITS
MSE
0.143
74
3mo ago
ETTm2
MMFNet
MSE
0.16
74
3mo ago
Electricity Multivariate (test)
PatchMixer
MSE
0.129
44
3mo ago
Electricity
PatchTST
MSE
0.129
36
3mo ago
Traffic
PatchTST
MSE
0.366
32
3mo ago
Electricity
PatchTST
MSE
0.129
32
3mo ago
ETT Avg (test)
CATS
MSE
0.289
10
3mo ago
Electricity
PatchTST
MSE (Horizon 96)
0.129
10
3mo ago
Electricity (test)
RCF part
Training Time (s)
12.8
9
3mo ago
MOBILITY (test)
PESD-TSF
MSE
0.299
8
15d ago
ATEC (test)
PESD-TSF
MSE
0.287
8
15d ago
METER (test)
PESD-TSF
MSE
0.936
8
15d ago
Weather O=720 (test)
Dlinear
MSE
0.345
7
3mo ago
Weather O=336 (test)
TimesNet
MSE
0.28
7
3mo ago
Weather O=96 (test)
TimesNet
MSE
0.172
7
3mo ago
Traffic O=720 (test)
CP-Net
MSE
0.539
7
3mo ago
Traffic O=336 (test)
CP-Net
MSE
0.506
7
3mo ago
Traffic O=192 (test)
CP-Net
MSE
0.492
7
3mo ago
Traffic O=96 (test)
CP-Net
MSE
0.492
7
3mo ago
ETTh2 O=720 (test)
CP-Net
MSE
0.42
7
3mo ago
ETTh2 O=336 (test)
CP-Net
MSE
0.412
7
3mo ago
ETTh2 O=192 (test)
CP-Net
MSE
0.367
7
3mo ago
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