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ResearchFormerly WizWand

PeMS08

Benchmarks

TaskDatasetSOTA resultTrendResults

Spatio-temporal forecasting

PEMS08 (test)

9.07MAPE

111

Short-term Forecasting

PEMS08

0.069MSE

95

Traffic flow prediction

PeMS08 (test)

13.03MAE

60

Multivariate Forecasting

PEMS08 (test)

0.08MSE

43

Duration-Based Fine-Grained Prediction

PeMS08

13.66MAE

30

Time-series Generation

PEMS08 (Evening Peak)

0.009Context-FID

27

Time-series Generation

PEMS08 (Morning Peak)

0.014Context-FID

27

Deterministic forecasting

PEMS08 TSFM-Bench

0.293MSE

15

Traffic Flow Forecasting

PeMS08 60min horizon

18.84MAE

14

Traffic Flow Forecasting

PeMS08 30min horizon

16.41MAE

14

Traffic Flow Forecasting

PeMS08 15min horizon

15.26MAE

14

Multivariate Time Series Forecasting

PEMS08 In-Distribution

0.186Mean Absolute Error (MAE)

13

Traffic Forecasting

PEMS08 48-step horizon

27.49RMSE

13

Traffic Forecasting

PEMS08 36 Time Steps

26.51RMSE

13

Traffic Forecasting

PEMS08 24-step horizon

25.31RMSE

13

Short-term traffic forecasting

PeMS08 short-term traffic (test)

0.135MSE

12

Multivariate time series forecasting

PEMS08

13.28MAE@3

12

Short-term Forecasting

PEMS08 (test)

0.138MSE

11

Multivariate Forecasting

PEMS08 prediction length 96 (test)

0.221MSE

11

Multivariate Forecasting

PEMS08 prediction length 12 (test)

0.079MSE

11

Multivariate time series forecasting

PEMS08 (7:1:2)

0.119MSE

10

Time steps prediction

PEMS08 17 - 24 steps

18.47MAE

10

Time steps prediction

PEMS08 1 - 8 steps

14.39MAE

10

Spatio-Temporal Forecasting

PEMS08 N=170, C=3 (test)

5.64MAE

9

PEMS08

0.38MSE

8