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Traffic Forecasting research benchmarks – Page 4 · SOTA2 Research

Traffic Forecasting

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

METR-LA Long-term (24 -> 24avg)

3.14MAE

6

Feb 27, 2026

Bay Area (test)

16.93MAE

6

Feb 26, 2026

San Diego (N = 716) (test)

14.52MAE

6

Feb 26, 2026

METR-LA 20 nodes (test)

2.72MAE

6

Feb 26, 2026

PEMS-07 Long-term (24 -> 24avg)

21.12MAE

5

Feb 27, 2026

3.66MAE

5

Feb 26, 2026

3.02MAE

5

Feb 26, 2026

2.34MAE

5

Feb 26, 2026

Chengdu outflow

4.72MSE

4

Feb 26, 2026

4.5MSE

4

Feb 26, 2026

16.88MAE

2

Jun 18, 2026

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

1.68MAE

2

Feb 27, 2026

167,994Parameters

2

Feb 27, 2026

16,558,467Parameters

2

Feb 27, 2026

3,208,208Params

2

Feb 27, 2026

Traffic 862 freeway sensors hourly road occupancy 24h ahead

—

—Primary metric

0

Apr 13, 2026

METR-LA Short-term (12 -> 12avg)

—

—MAE

0

Feb 26, 2026

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

—

—MAE

0

Feb 26, 2026

OCC-Hamburg Long-term 24 -> 24avg

—

—MAE

0

Feb 26, 2026

OCC-Hamburg Short-term 12 -> 12avg

—

—MAE

0

Feb 26, 2026

OCC-Pairs Long-term (24 -> 24avg)

—

—MAE

0

Feb 26, 2026

OCC-Pairs Short-term (12 -> 12avg)

—

—MAE

0

Feb 26, 2026

PEMS-08 Long-term (24 -> 24avg)

—

—MAE

0

Feb 26, 2026

PEMS-08 Short-term (12 -> 12avg)

—

—MAE

0

Feb 26, 2026

PEMS-07 Short-term (12 -> 12avg)

—

—MAE

0

Feb 26, 2026

Page 4 of 4

Popular datasets

PEMS METR-LA PEMS-BAY PeMS08 PEMS03

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