Insurance

Benchmarks

Task Name	Dataset Name	SOTA Result
Regression	Insurance	R^25.26	36
Bayesian network structure discovery	Insurance	SHD35.6	26
Regression	insurance	NCIW0.291	17
Regression	insurance	nRMSE0.378	12
Regression	insurance	Interval Score Loss27,000	11
Regression	insurance	Quantile Loss340	11
Regression	insurance	PICP96	11
Regression	Insurance TabArena v0.1 (test)	RMSE4,439.8	10
Regression	Insurance N=800 (train)	R-squared0.85	9
Regression	Insurance N=400 (train)	R^20.85	9
Causal Discovery	Insurance	Precision99	9
Direct recommendation	Insurance	Hit@182.53	8
Downstream Regression	Insurance	ML Efficiency151.314	6
DAG Learning	Insurance	SHD13	6
DAG Structure Learning	Insurance	Directed Edge F183	6
Downstream Regression	Insurance (test)	R2 Score (Test)0.714	5
Prediction Interval Estimation	insurance	NCIW0.35	5
Ranking direct causal variables	Insurance Airbag	Average Ranking3.54	5
Ranking direct causal variables	Insurance Antilock	Average Rank8.63	5
Ranking direct causal variables	Insurance Vehicleyear	Average Ranking29.14	5
Ranking direct causal variables	Insurance Othercar	Average Rank2.28	5
Causal Variable Selection	Insurance Airbag	Computation Time (s)2.77	5
Causal Variable Selection	Insurance Antilock	Computation Time (sec)5.72	5
Causal Variable Selection	Insurance Vehicleyear	Computation Time (s)5.33	5
Causal Variable Selection	Insurance Othercar	Computation Time (s)1.13	5

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