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Benchmarks
Causal Structure Learning on Alarm
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88
F1 (Directed Edge)
PC
64.08
70.29
76.5
82.71
Mar 1, 2026
F1 (Directed Edge)
#CI tests
Runtime
F1-score
Precision
Recall
Updated 1mo ago
Evaluation Results
Method
Method
Links
F1 (Directed Edge)
#CI tests
Runtime
F1-score
Precision
Recall
PC
Variables=37
2026.03
88
-
-
-
-
-
CausalSAGE
Variables=37, Prior=LLM
2026.03
88
-
-
-
-
-
CausalSAGE
Variables=37, Prior=Ra...
2026.03
80
-
-
-
-
-
Tabu
Variables=37
2026.03
73
-
-
-
-
-
HC
Variables=37
2026.03
66
-
-
-
-
-
MMHC
Variables=37
2026.03
65
-
-
-
-
-
L-MARVEL
Sample size=50|O|, Lat...
2021.10
-
235
0.04
92
98
87
RFCI
Sample size=50|O|, Lat...
2021.10
-
981
0.2
89
100
81
FCI
Sample size=50|O|, Lat...
2021.10
-
6,899
1.25
88
100
80
MBCS*
Sample size=50|O|, Lat...
2021.10
-
335
0.11
90
98
84
M3HC
Sample size=50|O|, Lat...
2021.10
-
674
4.19
87
100
78
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