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ResearchFormerly WizWand

USHCN

Benchmarks

TaskDatasetSOTA 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