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SOTA Structure learning benchmarks and papers with code | Wizwand
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Structure learning
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
Exponential
DAGMA
Adj Precision
100
30
4mo ago
magic-irri n=100
PARNI-DAG
SHD
91.85
11
4mo ago
magic-niab n=100
Order MCMC
SHD
62.05
11
4mo ago
ecoli70 n=100
PARNI-DAG
SHD
37.55
11
4mo ago
Extended Synthetic Experiment 24 datasets
VISL
Adjacency Recall
69.8
9
4mo ago
arth150 n=100
PARNI-DAG
SHD
97.6
7
4mo ago
Gaussian Graphical Models Glauber dynamics
[TRD25] Theorem 2
Trajectory Length
2
4
24d ago
UCI Dataset 7
B-SPBN-FKDE-Simple
HC Ratio (|Pa(i)|=1)
2.82
4
3mo ago
UCI Dataset 6
B-SPBN-FKDE-Simple
HC Ratio (|Pa(i)| = 1)
3.84
4
3mo ago
UCI Dataset 5
B-SPBN-FKDE-Simple
HC Ratio (|Pa(i)| = 1)
2.85
4
3mo ago
UCI Dataset 4
B-SPBN-FKDE-Simple
HC Ratio (|Pa(i)| = 1)
4.47
4
3mo ago
UCI Dataset 3
B-SPBN-FKDE-Simple
HC Ratio (|Pa(i)| = 1)
4.48
4
3mo ago
UCI Dataset 2
B-SPBN-FKDE-Simple
HC Ratio (|Pa(i)| = 1)
3.89
4
3mo ago
UCI Dataset 1
B-SPBN-FKDE-Simple
HC Ratio (Parent Size = 1)
3.87
4
3mo ago
backache
Wasserstein DRO
BIC
-1,729.8364
2
4mo ago
voting
Hill Climbing
BIC
-2,456.1489
2
4mo ago
Alarm 37 nodes
-
-
0
4mo ago
Insurance 27 nodes
-
-
0
4mo ago
Child 20 nodes
-
-
0
4mo ago
Sachs 11 nodes
-
-
0
4mo ago
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