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Synthetic Scenario

Benchmarks

Task NameDataset NameSOTA ResultTrend
Bi-directional MR estimation (X -> Y)Synthetic Scenario S(3, 3, 8)
MSE0.019
18
Bi-directional MR estimation (X -> Y)Synthetic Scenario S(2, 2, 6)
MSE0.02
18
Surrogate LearningSynthetic Scenario Case d Linear
MAE0.03
10
Surrogate LearningSynthetic Scenario Case d
MAE0.21
10
Surrogate LearningSynthetic Scenario Case c
MAE0.2
10
Surrogate LearningSynthetic Scenario Case b
MAE0.09
10
Surrogate LearningSynthetic Scenario Case a
MAE0.34
10
Causal DiscoverySynthetic Scenario D10
SHD0.1829
6
Causal DiscoverySynthetic Scenario D9
SHD0.1851
6
Causal DiscoverySynthetic Scenario D8
SHD0.1658
6
Causal DiscoverySynthetic Scenario D7
SHD0.1747
6
Causal DiscoverySynthetic Scenario D6
SHD0.1753
6
Causal DiscoverySynthetic Scenario D5
SHD0.1369
6
Causal DiscoverySynthetic Scenario D4
SHD0.114
6
Causal DiscoverySynthetic Scenario D3
SHD0.1838
6
Causal DiscoverySynthetic Scenario D2
SHD0.1524
6
Causal DiscoverySynthetic Scenario D1
SHD0.1211
6
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