| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| CICMalDroid 2020 | HuBERT ⊞ ViT (FOCA) | Accuracy0.991 | 38 | 4d ago | |
| Mal-Net | HuBERT ⊞ ViT (FOCA) | Accuracy82.84 | 38 | 4d ago | |
| Microsoft Malware dataset (test) | Static Disassembly Features | Accuracy99.48 | 11 | 4d ago | |
| BODMAS month 11 | Nimai-C | Mean ΔG12.77 | 8 | 4d ago | |
| BODMAS month 10 | TabDDPM | Mean ΔG10.45 | 8 | 4d ago | |
| BODMAS month 9 | Nimai-C | Mean ΔG21.73 | 8 | 4d ago | |
| BODMAS month 7 | Nimai-C | Mean Delta G4.34 | 8 | 4d ago | |
| BODMAS month 6 | TVAE | Mean ΔG50.06 | 8 | 4d ago | |
| BODMAS month 5 | MC-CCR | Mean ΔG-0.05 | 8 | 4d ago | |
| BODMAS month 3 | TabSyn | Mean Delta G-16.77 | 8 | 4d ago | |
| BODMAS month 2 | Nimai-C | Mean Delta G6.88 | 8 | 4d ago | |
| MS-Malware | TabDDPM | Mean ΔG14.34 | 7 | 4d ago | |
| KronoDroid | FGSM-DICNN | Accuracy99.41 | 6 | 4d ago | |
| MaleVis | LeViT-MC | Accuracy96.6 | 5 | 4d ago | |
| Common Malware Families min. 50 samples (10-fold cross-validation) | 1D-Conv-BiLSTM | F1 (Kaspersky)73.4 | 5 | 4d ago | |
| VirusShare | Accuracy99.9 | 4 | 4d ago | ||
| Contemporary Data 2025 (test) | True Positives (TP)106 | 3 | 4d ago | ||
| Unseen Malware Families Label Drift Scenario 8 | FARM | Precision83.72 | 3 | 4d ago | |
| UCSB model trained on EMBER (test) | LGBM+NN-Ensemble | Accuracy72.16 | 1 | 4d ago |
