Table 3 Performance comparison under IID vs Non-IID data distributions (CICMalDroid 2020).
From: FL-MalDrift: a federated learning framework for malware detection under local concept drift
Distribution type | Accuracy (%) | F1 Score | Active clients (%) |
|---|---|---|---|
IID | 96.8 | 0.962 | 91.5 |
Non-IID | 94.6 | 0.945 | 88.2 |
