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Papers Benchmarks Datasets Tasks

Tree dataset and benchmarks · SOTA2 Research

Research Datasets

Tree

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Graph Generation

Tree

850.7A.Ratio

36

Node Classification

Tree ECHO (test)

1.33Average Rank

24

Graph property detection

Tree Huge synthetic (test)

95F1 Score

17

Graph property detection

Tree Large synthetic (test)

97F1 Score

17

Graph property detection

Tree Small synthetic (test)

98F1 Score

17

Unsupervised Ensemble Learning

Tree3k

95.67Accuracy

13

Latent Hierarchical Causal Structure Discovery

Tree Uniform noise

89Performance Score

12

Plain graph generation

Tree Dataset

100Validity

11

Node-level Regression Uncertainty Quantification

Tree

100PICP

9

Uncertainty Quantification

Tree Synthetic

0.08MPE

8

General Graph Generation

Tree (test)

100V.U.N.

7

Interventional Time Series Forecasting

Tree NLNA (test)

0.62RMSE

7

Observational Time Series Forecasting

Tree NLNA (test)

0.59RMSE

7

Interventional Time Series Forecasting

Tree Additive (test)

0.54RMSE

7

Observational Time Series Forecasting

Tree Additive (test)

0.57RMSE

7

Plain Graph Generation

Tree

84.5V.U.N.

6

Tree

78.4Homogeneity

5

Distance matrix comparison

Tree (test)

0.822Pearson Correlation

4

Probabilistic Time-series Forecasting

Tree Synthetic (test)

0.19CRPS (Additive, Obs.)

3

Counterfactual Time Series Forecasting

Tree NLNA (test)

0.14RMSE

1

Counterfactual Time Series Forecasting

Tree Additive (test)

0.11RMSE

1

Popular tasks

Graph property detection Observational Time Series Forecasting Interventional Time Series Forecasting Counterfactual Time Series Forecasting Plain graph generation

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