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Papers Benchmarks Datasets Tasks

Traffic Forecasting research benchmarks – Page 2 · SOTA2 Research

Traffic Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PEMS03 60 minutes (test)

25.09RMSE

26

Jun 12, 2026

16.45MAE (Overall)

26

Jun 30, 2026

PEMS-BAY 30min horizon 6

1.6MAE

24

Feb 26, 2026

Traffic forecasting (test)

0.021RMSE

23

Apr 13, 2026

PeMS (Average of PeMSD3, PeMSD4, PeMSD7, PeMSD8, PeMSD7(M), PeMSD7(L)) v1 (test)

12.65MAE

22

Feb 26, 2026

Average (METRLA, PEMSD4, PEMSD7(M), PEMSD8, PEMSBAY)

3.67MAE

20

Apr 1, 2026

METR-LA Horizon 12 (60 min) (test)

3.34MAE

20

Feb 26, 2026

METR-LA Horizon 3 (15 min) (test)

2.65MAE

20

Feb 26, 2026

METR-LA Full (test)

2.73MAE

18

Feb 26, 2026

2.95MAE

15

May 6, 2026

0.69CRPS

15

Apr 20, 2026

1.13CRPS

15

Apr 20, 2026

2.23CRPS

15

Apr 20, 2026

0.98MAE

15

Apr 20, 2026

METR-LA 120 minutes (test)

14.63RMSE

13

Jun 12, 2026

PEMS03 120 minutes (test)

29.88RMSE

13

Jun 12, 2026

PEMS03 30 minutes (test)

22.89RMSE

13

Jun 12, 2026

SEATTLE 48-step horizon

7.48RMSE

13

Mar 13, 2026

SEATTLE 36-step horizon

7.35RMSE

13

Mar 13, 2026

SEATTLE 24-step horizon

7.22RMSE

13

Mar 13, 2026

PEMS08 48-step horizon

27.49RMSE

13

Mar 13, 2026

PEMS08 36 Time Steps

26.51RMSE

13

Mar 13, 2026

PEMS08 24-step horizon

25.31RMSE

13

Mar 13, 2026

PEMS04 48-step horizon

33.23RMSE

13

Mar 13, 2026

PEMS04 36-step horizon

32.52RMSE

13

Mar 13, 2026

Page 2 of 4

Popular datasets

PEMS METR-LA PEMS-BAY PeMS08 PEMS03

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