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SOTA Causal Bayesian Optimization benchmarks and papers with code | Wizwand
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Causal Bayesian Optimization
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
ECOLI70 target #1583, no-parent intervention (intervention sweep)
CBO
Mean Score
0.893
6
1d ago
Synthetic data NONSTAT. (10 observational datasets and 10 replicates)
ABO
Avg Modified Gap Measure
0.38
4
3mo ago
Synthetic data IND.
DCBO
Avg Modified Gap Measure
46
4
3mo ago
Synthetic data MULTIV. (10 observational datasets and 10 replicates)
BO
Avg Modified Gap Measure
0.4
4
3mo ago
Synthetic data NOISY (10 observational datasets and 10 replicates)
ABO
Avg Modified Gap Measure
0.47
4
3mo ago
Synthetic data MISS. 10 observational datasets and 10 replicates
BO
Average Modified Gap Measure
47
4
3mo ago
Synthetic data (STAT.) (10 observational datasets and 10 replicates)
ABO
Avg Modified Gap Measure
0.47
4
3mo ago
Real data ODE
DCBO
Average Gt
67
4
3mo ago
ECON Real data
DCBO
Average Gt
64
4
3mo ago
Synthetic NONSTAT
DCBO
Average Gt
69
4
3mo ago
Synthetic IND
ABO
Average Gt
54
4
3mo ago
Synthetic MULTIV
DCBO
Average Gt
49
4
3mo ago
Synthetic NOISY
DCBO
Average GT
75
4
3mo ago
MISS Synthetic
DCBO
Average Gt
84
4
3mo ago
Synthetic STAT
DCBO
Average Gt
88
4
3mo ago
ECOLI70 yaeM
CBO
Mean
-4.6304
3
1d ago
Healthcare PSA
BO
Mean
5.1461
3
1d ago
Synthetic DAG
BO
Mean
-1.9216
3
1d ago
Toy chain
GC-CBO
Mean
-2.1693
3
1d ago
ECOLI70 b1583 no-parent
CBO
Mean
0.668
2
1d ago
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