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Classification on LoanDefaulter (test)

65.49Test AccuracyMKAN
63.628464.111764.59565.0783Jun 16, 2026

Evaluation results

MethodLinks
MKANhard monotonicity=true, per-edge functional interpretability=true2026.0665.49
SMM_64 minihard monotonicity=true2026.0665.47
LMNhard monotonicity=true2026.0665.44
SMM_64hard monotonicity=true2026.0665.41
CMNNhard monotonicity=true2026.0665.3
MonoKANper-edge functional interpretability=true2026.0665.3
LMN minihard monotonicity=true2026.0665.28
Certified2026.0665.2
Crystalhard monotonicity=true2026.0665
XG2026.0663.7