Table 3 Ablation study on core modules.
From: Explainable federated transformer framework for joint leukemia classification and stage prediction
Configuration | Accuracy (%) | Macro F1 | SHAP consistency |
|---|---|---|---|
Full model (Fed-MMX) | 96.2 | 0.911 | 88.6 |
w/o textual input | 91.7 | 0.847 | 77.3 |
w/o visual input | 89.4 | 0.821 | 74.5 |
w/o fusion layer | 92.5 | 0.851 | 76.1 |
w/o SHAP (No XAI) | 96.2 | 0.911 | – |
