Classification on NIFD 70-30 split
91.8AccuracyARMA (Recon)
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ARMA (Recon)split=70-30, validation=20-fold cross-validation2026.01 | 91.8 | 89.1 | 85 | 86.8 | 97.9 | |
| ChebNet (Recon)split=70-30, validation=20-fold cross-validation2026.01 | 91.3 | 86.2 | 86.8 | 86.3 | 97.3 | |
| GAT (Recon)split=70-30, validation=20-fold cross-validation2026.01 | 90.6 | 86.4 | 84.3 | 85.1 | 94.6 | |
| GCN (Recon)split=70-30, validation=20-fold cross-validation2026.01 | 82.8 | 77.1 | 68.9 | 71 | 90 | |
| MLPClassifiersplit=70-30, validation=20-fold cross-validation2026.01 | 74.7 | 83.5 | 78.7 | 80.8 | 81.7 | |
| Random Forestsplit=70-30, validation=20-fold cross-validation2026.01 | 74.4 | 77 | 89.5 | 82.6 | 80.9 | |
| XGBoostsplit=70-30, validation=20-fold cross-validation2026.01 | 73.4 | 78.1 | 85 | 81.3 | 79 | |
| SVCsplit=70-30, validation=20-fold cross-validation2026.01 | 72.7 | 78.3 | 83.3 | 80.6 | 80.3 | |
| AE-GCNsplit=70-30, validation=20-fold cross-validation2026.01 | 72.4 | 70.5 | 24.3 | 34.4 | 75.6 | |
| GATsplit=70-30, validation=20-fold cross-validation2026.01 | 70.8 | 79.6 | 77.8 | 78.3 | 77 | |
| GCNsplit=70-30, validation=20-fold cross-validation2026.01 | 69.9 | 80.4 | 75.2 | 76.9 | 77.5 | |
| ARMAsplit=70-30, validation=20-fold cross-validation2026.01 | 66.3 | 83 | 63.8 | 71.8 | 77.1 | |
| ChebNetsplit=70-30, validation=20-fold cross-validation2026.01 | 60.5 | 82.4 | 53.7 | 64.8 | 72.3 |