EMBER
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Malware Detection | EMBER | Clean Accuracy96.6 | 37 | |
| Backdoor Defense | EMBER default (test) | Clean Accuracy99.9 | 28 | |
| Class-Incremental Learning | EMBER Class-IL | Average Accuracy88.5 | 19 | |
| Malware Detection | EMBER Domain | FWT90.91 | 16 | |
| Drift detection | EMBER family-versus-family setting, 2-month fixed windowing, lag k=1 2024 | Mean Rho (ρ)0.419 | 6 | |
| Malware Detection | EMBER 10,000 sample | Accuracy98.7 | 6 | |
| Malware Detection | EMBER (test) | Correct Allocations Count286,530 | 6 | |
| Label Homogeneity | EMBER (test) | Benign Mean9,280 | 4 | |
| Time-series Modeling | Ember Monthly | Offline KL0.0434 | 2 |
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