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Papers Benchmarks Datasets Tasks

Traffic Forecasting research benchmarks – Page 3 · SOTA2 Research

Traffic Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

PEMS-04 Long-term (24 -> 24avg)

31.36RMSE

13

Mar 13, 2026

EXPY-TKY 60min horizon 6

6.64MAE

13

Feb 26, 2026

EXPY-TKY 30min horizon 3

6.33MAE

13

Feb 26, 2026

EXPY-TKY 10min horizon 1

5.75MAE

13

Feb 26, 2026

PEMSD7 L (test)

2.79MAE

12

Mar 4, 2026

PeMS-BAY (test)

2.832G-MAE

11

Feb 26, 2026

Traffic4cast Moscow (test)

0.073MAE

10

May 28, 2026

Traffic4cast Antwerp (test)

0.059MAE

10

May 28, 2026

Traffic4cast Berlin (test)

0.067MAE

10

May 28, 2026

GBA Traffic Dataset 60 min horizon

30.18RMSE

10

Apr 21, 2026

GBA Traffic Dataset 45 min horizon

25.42RMSE

10

Apr 21, 2026

GBA Traffic Dataset 30 min horizon

21.33RMSE

10

Apr 21, 2026

GBA Traffic Dataset 15 min horizon

16.3RMSE

10

Apr 21, 2026

PEMS08 standard (test)

13.32MAE

10

Feb 26, 2026

PEMS04 standard (test)

17.89MAE

10

Feb 26, 2026

BANGKOK unseen city (test)

0.142MAE

9

May 28, 2026

CHICAGO unseen city (test)

0.131MAE

9

May 28, 2026

METR-LA + PEMS-BAY (full-data)

0.581MSE

9

Feb 26, 2026

NVIDIA V100 GPU B=32, T=96, D=16 32GB

3.8Parameters (M)

8

Jun 16, 2026

PEMS-04 Short-term (12 -> 12avg)

18.29MAE

8

Feb 27, 2026

PeMS-M 15 30 60 min (test)

2.15MAE (15 min)

8

Feb 26, 2026

PEMS-BAY Horizon 6

1.62MAE

7

May 8, 2026

METR-LA Horizon 6

2.97MAE

7

May 8, 2026

METR-LA Horizon 3

2.65MAE

7

May 8, 2026

PEMS03 v3 (test)

16.77MAE

7

Feb 26, 2026

Page 3 of 4

Popular datasets

PEMS METR-LA PEMS-BAY PeMS08 PEMS03

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