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Papers Benchmarks Datasets Tasks

USHCN dataset and benchmarks · SOTA2 Research

Research Datasets

USHCN

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Irregularly Sampled Time Series Forecasting

USHCN (test)

0.272MSE

68

Irregularly Sampled Time Series Forecasting

USHCN

5.03MSE

21

Irregular Time Series Forecasting

USHCN (m) 24 → 12 horizon

4.81MSE

18

Irregular Time Series Forecasting

USHCN m 24 → 6 horizon

4.81MSE

18

Irregular Time Series Forecasting

USHCN m 24 → 3 horizon

4.84MSE

18

Time Series Forecasting

USHCN (test)

0.29MSE

18

Irregular Multivariate Time Series Forecasting

USHCN

-3.948mNLL

17

Multivariate Time Series Forecasting

USHCN

10.5Inference Time (s)

14

Multivariate Time Series Forecasting

USHCN Event-driven MTS

0.293MAE

14

USHCN

0.161MSE

13

Next observation prediction

USHCN

0.005MSE

13

Joint Density Estimation

USHCN

-4.254njNLL

12

Irregularly Sampled Time Series Forecasting

USHCN 75%-3 task (test)

0.258MSE

9

Irregularly Sampled Time Series Forecasting

USHCN 50%-50% task (test)

0.018Inference Time (s)

9

Irregular Multivariate Time Series Forecasting

USHCN 36-3* (test)

0.29MSE

8

Probabilistic forecasting of irregular multivariate time series

USHCN (test)

0.452Energy Score (Multivariate)

7

Probabilistic forecasting

USHCN

0.182CRPS

5

Irregular Multivariate Time Series Forecasting

USHCN 12-36

10.79Energy

4

Irregular Multivariate Time Series Forecasting

USHCN 24-24

5.33Energy

4

Irregular Multivariate Time Series Forecasting

USHCN 36-12

3.252Energy

4

Irregular Multivariate Time Series Forecasting

USHCN 36-3*

0.452Energy

4

Irregular Multivariate Time Series Forecasting

USHCN 12-36 horizon

-3.4NJNLL

4

Irregular Multivariate Time Series Forecasting

USHCN 24-24 horizon

-3.585njNLL

4

Irregular Multivariate Time Series Forecasting

USHCN 36-12 horizon

-3.755NJNLL

4

Irregular Multivariate Time Series Forecasting

USHCN 36-3* horizon

-3.789NJNLL

4

Popular tasks

Irregular Multivariate Time Series Forecasting Irregularly Sampled Time Series Forecasting Irregular Time Series Forecasting Multivariate Time-series Forecasting Time Series Forecasting

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