Classification on Internal Bank Data (test)
0.91AUCCoLES + GrEmbAdj
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoLES + GrEmbAdjBase SSL Backbone=CoLES, Graph Integration Strategy=GrEmbAdj2026.04 | 0.91 | 75.7 | |
| CoLES + GrEmbSAGEBase SSL Backbone=CoLES, Graph Integration Strategy=GrEmbSAGE2026.04 | 0.908 | 75.4 | |
| CoLESBase SSL Backbone=CoLES2026.04 | 0.905 | 74.8 | |
| CoLES + LossBase SSL Backbone=CoLES, Graph Integration Strategy=Loss2026.04 | 0.9 | 74 | |
| CPCBase SSL Backbone=CPC2026.04 | 0.899 | 74.1 | |
| BTBase SSL Backbone=BT2026.04 | 0.895 | 73.4 | |
| BT + GrEmbSAGEBase SSL Backbone=BT, Graph Integration Strategy=GrEmbSAGE2026.04 | 0.895 | 73.3 | |
| TabformerBase SSL Backbone=Tabformer2026.04 | 0.894 | 73.3 | |
| BT + LossBase SSL Backbone=BT, Graph Integration Strategy=Loss2026.04 | 0.894 | 73.3 | |
| GPTBase SSL Backbone=GPT2026.04 | 0.884 | 71.9 | |
| Adj. matrixBase SSL Backbone=N/A2026.04 | 0.827 | 64.5 | |
| Popular classBase SSL Backbone=N/A2026.04 | 0.333 | 33.3 |