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Credit Risk Prediction on Home Credit Default Risk
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0.7816
ROC AUC
GNN-Enhanced LightGBM
0.676352
0.703676
0.731
0.758324
Jan 21, 2026
ROC AUC
PR AUC
ROC AUC Improvement vs Logistic
Updated 1mo ago
Evaluation Results
Method
Method
Links
ROC AUC
PR AUC
ROC AUC Improvement vs Logistic
GNN-Enhanced LightGBM
Category=Hybrid Ensemble
2026.01
0.7816
0.2807
-
LightGBM (Strong Tabular)
Category=Tabular Baseline
2026.01
0.769
0.254
4.06
Relation-Aware Attentive Heterogeneous GNN
Category=Graph Neural...
2026.01
0.7506
0.2291
1.57
Heterogeneous GraphSAGE (6-node hetero graph)
Category=Graph Neural...
2026.01
0.74
0.2217
0.14
Logistic Regression
Category=Tabular Baseline
2026.01
0.739
0.216
-
Contrastive Pretraining + Fine-tuning (GraphCL-style)
Category=Graph Neural...
2026.01
0.6804
0.1618
7.93
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