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Papers Benchmarks Datasets Tasks

ILI dataset and benchmarks · SOTA2 Research

Research Datasets

ILI

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Long-term Time Series Forecasting

ILI

1.355MSE

142

Time Series Forecasting

ILI

0.42MAE

141

Multivariate long-term time series forecasting

ILI (test)

1.108MSE

108

Multivariate long-term forecasting

ILI

1.319MSE

60

Time Series Forecasting

ILI-US9

0.262MAE

44

Time Series Forecasting

ILI-ENG

1.642MAE

44

Multivariate forecasting

ILI

1.48MSE

42

Multivariate Time Series Forecasting

ILI

1.365MSE

33

Time Series Forecasting

ILI (test)

0.714MSE

30

Univariate long-term forecasting

ILI

0.444MSE

28

Long-term forecasting

ILI (test)

0.92Empirical Coverage

24

Time-series forecasting

ILI standard (test)

1.2MSE

20

Probabilistic Time Series Forecasting

ILI

0.13CRPS

12

Time Series Forecasting

ILI

0.812ProbMAE

12

Probabilistic Time Series Modeling

ILI

0.645CRPS

12

Short-term Forecasting

ILI

1.391MSE

12

Probabilistic Time Series Forecasting

ILI

0.082CRPS

11

Probabilistic Forecasting

ILI ProbTS

0.13CRPS

11

Multivariate Time Series Forecasting

ILI v1 (test)

1.735MSE

10

Time-series generation

ILI

1.322ACF

10

Unimodal Probabilistic Forecasting

ILI from ProbTS (test)

0.147CRPS

9

Time Series Forecasting

ILI

96.9Improvement Rate (%)

8

Univariate Time Series Forecasting

ILI (test)

0.582MSE

8

Multivariate Time Series Forecasting

ILI full (test)

2.77MSE

8

Language Identification

ILI hi

90.33Accuracy (hi)

6

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Time Series Forecasting Multivariate Time-series Forecasting Probabilistic time series forecasting Long-term time-series forecasting Probabilistic Forecasting

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