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SOTA Irregular Multivariate Time Series Forecasting benchmarks and papers with code | Wizwand
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Irregular Multivariate Time Series Forecasting
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Human Activity (test)
GraFITi
MSE
0.079
42
6d ago
PhysioNet (test)
HyperIMTS
MSE
0.298
42
6d ago
MIMIC (test)
GraFITi
Mean Squared Error (MSE)
0.4482
42
6d ago
MIMIC-III
MargFlow
mNLL
-0.158
17
9d ago
USHCN
MargFlow
mNLL
-3.948
17
9d ago
PhysioNet 12
ProFITi
NJNLL
-0.768
12
1mo ago
MIMIC-III 36-3* (test)
CircuITS
MSE
0.475
8
1mo ago
PhysioNet 36-3* task 12 (test)
CircuITS
MSE
0.292
8
1mo ago
USHCN 36-3* (test)
CRU
MSE
0.29
8
1mo ago
MIMIC-III 36-12 horizon
CircuITS
njNLL
-0.462
8
1mo ago
PhysioNet 36-3* horizon 12
ProFITi
njNLL
-0.647
8
1mo ago
MIMIC-IV 36-3* task (test)
CircuITS
MSE
0.285
7
1mo ago
MIMIC-IV
CircuITS
njNLL
-2.113
7
1mo ago
MIMIC-IV 12-36
CircuITS
Energy Score
5.851
4
1mo ago
MIMIC-III 12-36
CircuITS
Energy
5.73
4
1mo ago
PhysioNet 12-36 12
CircuITS
Energy
7.241
4
1mo ago
USHCN 12-36
NeuralFlows
Energy
10.79
4
1mo ago
MIMIC-IV 24-24
MOSES
Energy
4.268
4
1mo ago
MIMIC-III 24-24
CircuITS
Energy
3.543
4
1mo ago
PhysioNet 24-24 12
CircuITS
Energy
5.267
4
1mo ago
USHCN 24-24
MOSES
Energy
5.33
4
1mo ago
MIMIC-IV 36-12
CircuITS
Energy
2.835
4
1mo ago
MIMIC-III 36-12
CircuITS
Energy
2.279
4
1mo ago
PhysioNet 36-12 2012
MOSES
Energy
3.195
4
1mo ago
USHCN 36-12
MOSES
Energy
3.252
4
1mo ago
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