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Benchmarks
Spatio-Temporal Forecasting on PEMS04 N=307, C=3 (test)
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7.22
MAE
Double-Diffusion
6.9796
8.6023
10.225
11.8477
Jun 29, 2025
MAE
RMSE
CRPS
Updated 17d ago
Evaluation Results
Method
Method
Links
MAE
RMSE
CRPS
Double-Diffusion
Model Type=Probabilistic
2025.06
7.22
18.74
5.71
CSDI
Model Type=Probabilistic
2025.06
7.58
19.5
6.02
DiffSTG
Model Type=Probabilistic
2025.06
7.7
19.55
6.07
GMAN
Model Type=Deterministic
2025.06
7.73
19.37
-
GMSDR
Model Type=Deterministic
2025.06
7.8
19.42
-
DeepAR
Model Type=Probabilistic
2025.06
9.43
24.48
7.69
STGCN
Model Type=Deterministic
2025.06
11.11
26.82
-
DLinear
Model Type=Deterministic
2025.06
11.19
26.89
-
MC Dropout
Model Type=Probabilistic
2025.06
13.23
30.6
10.77
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