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AutoMPG

Benchmarks

Task NameDataset NameSOTA ResultTrend
Causal discoveryAutoMPG
Structural Hamming Distance1
12
ImputationAutoMPG MNAR (50% missingness)
NRMSE0.139
8
ImputationAutoMPG MNAR (30% missingness)
NRMSE0.098
8
ImputationAutoMPG MNAR 10% missingness
NRMSE0.064
8
ImputationAutoMPG MAR 30% missingness
NRMSE0.098
7
ImputationAutoMPG MCAR 30% missingness
NRMSE0.082
7
Monotone RegressionAutoMPG (full data)
MSE7.13
4
RegressionAutoMPG
MSE7.13
3
Data ImputationAutoMPG
NRMSE0.098
2
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