PEMS
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
PEMS08
4.46Training Time (s/epoch)
11
PEMS07
14.32Seconds/epoch
11
PEMS-SF (test)
9.606MSE
10
PEMS-SF
0.014EM (W1)
10
PEMS08 (USA)
15.32MAE
10
PEMS08 standard (test)
13.32MAE
10
PEMS08 9 - 16 steps
16.47MAE
10
PEMS04 N=307, C=3 (test)
7.22MAE
9
PeMS Santa Clara/San Jose network Jan 26, 2026
10.59MSE
9
PEMS04
0.009MSE
9
PEMS-04 Short-term (12 -> 12avg)
18.29MAE
8
PEMS04
0.24MSE
8
PEMS07
0.007MSE
8
PeMS-M 15 30 60 min (test)
2.15MAE (15 min)
8
PEMS (train)
3.86RMSE
7
PEMS (80% train ratio)
3.959RMSE
7
PEMS Out-of-domain
0.243MSE
7
PEMS03 v3 (test)
16.77MAE
7
PEMS-BAY 15 min
1.34MAE
7
PeMS
1,214.2Average Total Regret
6
pems03
17.830.9-Risk Accuracy
6
PEMS03
0.939Energy Score (ES)
6
PeMS-L 15 min
2.34MAE
5
PeMS08 to PeMS04
19.698MAE
4
PEMS-08 Block missing
13.43MAE
4