Credit Risk Prediction on Home Credit Default Risk

0.7816ROC AUC

GNN-Enhanced LightGBM

Updated 1mo ago

Evaluation Results

Method
GNN-Enhanced LightGBM 2026.01	0.7816	0.2807	-
LightGBM (Strong Tabular) 2026.01	0.769	0.254	4.06
STRIKE 2026.04	0.7661	-	-
SR-1D-CNN 2026.04	0.7517	-	-
Relation-Aware Attentive Heterogeneous GNN 2026.01	0.7506	0.2291	1.57
LightGBM 2026.04	0.7489	-	-
AdaBoost 2026.04	0.7486	-	-
GBDT 2026.04	0.7485	-	-
XGBoost 2026.04	0.7475	-	-
CatBoost 2026.04	0.7453	-	-
TabNet 2026.04	0.7437	-	-
DeepFM 2026.04	0.7431	-	-
DCN-V2 2026.04	0.7429	-	-
1D CNN 2026.04	0.741	-	-
Heterogeneous GraphSAGE (6-node hetero graph) 2026.01	0.74	0.2217	0.14
LR 2026.04	0.7392	-	-
Logistic Regression 2026.01	0.739	0.216	-
RF 2026.04	0.7091	-	-
MLP 2026.04	0.6981	-	-
Contrastive Pretraining + Fine-tuning (GraphCL-style) 2026.01	0.6804	0.1618	7.93
DT 2026.04	0.6073	-	-