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Causal Generative Modeling on 11 synthetic datasets Mixed type variables (test)
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0.58
RF Observed Accuracy
DBCM
0.5176
0.5338
0.55
0.5662
Mar 20, 2026
RF Observed Accuracy
Observed MMD
RF Inferred Accuracy
Inferred MMD
P-Value
Updated 26d ago
Evaluation Results
Method
Method
Links
RF Observed Accuracy
Observed MMD
RF Inferred Accuracy
Inferred MMD
P-Value
DBCM
Number of training sam...
2026.03
0.58
3.431
0.57
12.539
0.001
ANM
Number of training sam...
2026.03
0.54
1.22
0.56
6.225
0.042
CFlow
Number of training sam...
2026.03
0.53
3.161
0.62
7.184
0.001
KAN
Number of training sam...
2026.03
0.52
1.64
0.54
9.117
0.042
KAAM
Number of training sam...
2026.03
0.52
1.89
0.54
8.405
0.024
KANmix
Number of training sam...
2026.03
0.52
1.79
0.52
8.249
0.69
KAAMmix
Number of training sam...
2026.03
0.52
1.6
0.52
6.294
0.69
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