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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
96
1mo ago
Traffic
S_Mamba
MSE
0.353
93
18d ago
Solar-Energy
HGTS-Former
MSE
0.19
79
10d ago
Weather
FITS
MSE
0.143
74
1mo ago
ETTm2
MMFNet
MSE
0.16
74
1mo ago
Electricity Multivariate (test)
PatchMixer
MSE
0.129
44
1mo ago
Electricity
PatchTST
MSE
0.129
36
1mo ago
Traffic
PatchTST
MSE
0.366
32
1mo ago
Electricity
PatchTST
MSE
0.129
32
1mo ago
ETT Avg (test)
CATS
MSE
0.289
10
1mo ago
Electricity
PatchTST
MSE (Horizon 96)
0.129
10
1mo ago
Electricity (test)
RCF part
Training Time (s)
12.8
9
1mo ago
Weather O=720 (test)
Dlinear
MSE
0.345
7
1mo ago
Weather O=336 (test)
TimesNet
MSE
0.28
7
1mo ago
Weather O=96 (test)
TimesNet
MSE
0.172
7
1mo ago
Traffic O=720 (test)
CP-Net
MSE
0.539
7
1mo ago
Traffic O=336 (test)
CP-Net
MSE
0.506
7
1mo ago
Traffic O=192 (test)
CP-Net
MSE
0.492
7
1mo ago
Traffic O=96 (test)
CP-Net
MSE
0.492
7
1mo ago
ETTh2 O=720 (test)
CP-Net
MSE
0.42
7
1mo ago
ETTh2 O=336 (test)
CP-Net
MSE
0.412
7
1mo ago
ETTh2 O=192 (test)
CP-Net
MSE
0.367
7
1mo ago
ETTh2 O=96 (test)
CP-Net
MSE
0.291
7
1mo ago
ETTm2 O=720 (test)
CP-Net
MSE
0.397
7
1mo ago
ETTm2 O=336 (test)
CP-Net
MSE
0.299
7
1mo ago
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