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ResearchFormerly WizWand

PEMS03

Benchmarks

TaskDatasetSOTA resultTrendResults

Time Series Forecasting

PEMS03

0.065MSE

176

Multivariate time series prediction

PEMS03

0.06MSE

111

Traffic Flow Forecasting

PEMS03 (test)

13.8MAE

94

Time Series Forecasting

PEMS03

17.583MAEC

39

Spatial-temporal Time Series Forecasting

PEMS03

13.8MAE

35

Traffic Forecasting

PEMS03 60 minutes (test)

25.09RMSE

26

Traffic Flow Prediction

PeMS03 (test)

13.78MAE

24

Long-term time-series forecasting

PEMS03 (test)

0.089MSE

21

Backdoor Attack

PEMS03

20.17Mc

20

Backdoor Defense in Time Series Forecasting

PEMS03 v1 (full)

17.628MAE (c)

16

Time Series Forecasting

PEMS03 BackTime Attack

16.093MAE c

16

Time Series Forecasting

PEMS03 Random Attack

16.263MAE (c)

16

Spatio-temporal forecasting

PeMS03 30 min 6-step

0.031CRPSsum

16

Traffic Forecasting

PEMS03 120 minutes (test)

29.88RMSE

13

Traffic Forecasting

PEMS03 30 minutes (test)

22.89RMSE

13

Spatio-temporal Forecasting

PEMS03 5min

15.04MAE

13

Multivariate Time Series Forecasting

PEMS03 In-Distribution

0.191MAE

13

Time Series Forecasting

PEMS03

0.086MSE

12

Short-term traffic forecasting

PeMS03 short-term traffic (test)

0.104MSE

12

Time-series Imputation

PEMS03 (test)

0.022MSE

11

Short-term Forecasting

PEMS03 (test)

0.087MSE

11

Multivariate Forecasting

PEMS03 prediction length 96 (test)

0.164MSE

11

Multivariate Forecasting

PEMS03 prediction length 48 (test)

0.125MSE

11

Multivariate Forecasting

PEMS03 prediction length 24 (test)

0.085MSE

11

Multivariate Forecasting

PEMS03 prediction length 12 (test)

0.066MSE

11