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Papers Benchmarks Datasets Tasks

Climate dataset and benchmarks · SOTA2 Research

Research Datasets

Climate

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Causal Discovery

Climate linear synthetic

4.42Dtop

17

Causal order recovery

Climate non-linear synthetic

0.4D_top

9

Estimating causal orders

Climate linear synthetic standard

0SHD

9

Causal Order Estimation

Climate non-linear synthetic

7.67SHD

9

Time-series forecasting

Climate Time-MMD

0.92MSE

9

Fair personalized persuasive generation

Climate new-family Gemma9B student Qwen32B teacher

97.56PBI-G

8

Total Effect Estimation

Climate

0.01Epsilon ATE

8

Causal Discovery

Climate linear synthetic data

0SHD

8

Causal Discovery

Climate (test)

0.989AUC

7

Constrained Regression

Climate Temperature

1.612RMSE

7

Regime identification

Climate

97.5Regime Accuracy

4

Climate

1.016MSE

3

Cross-domain Localization

Climate (ENSO)

88.8Regime Accuracy

1

Regime Classification

Climate cross-domain

75Regime Accuracy

1

Popular tasks

Causal Discovery Time Series Forecasting Forecasting Regime classification Constrained Regression

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