Malware Detection on EMBER Domain
90.91FWTFreeMOCA
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| FreeMOCAlambda=0.62026.05 | 90.91 | -0.0335 | 0 | 3.35 | 96.64 | — | |
| MalCL2026.05 | 90.05 | -0.0401 | 0 | 4.16 | 95.98 | — | |
| SI2026.05 | 89.24 | -0.0106 | 0 | 1.9 | 98.94 | — | |
| LwF2026.05 | 88.81 | -0.0302 | 0 | 3.57 | 96.98 | — | |
| GR2026.05 | 88.57 | -0.0386 | 0 | 4.86 | 96.14 | — | |
| EWC2026.05 | 88.38 | -0.0594 | 0 | 4.72 | 94.06 | — | |
| FreeMOCA2026.05 | 0.02 | -0.006 | 0 | 0.6 | 99.4 | — | |
| EWC2026.05 | 0 | -0.4059 | 0 | 44.82 | 59.41 | — | |
| SI2026.05 | 0 | -0.8534 | 0 | 94.47 | 14.65 | — | |
| GR2026.05 | 0 | -0.604 | 0 | 64.69 | 39.6 | — | |
| MalCL2026.05 | 0 | -0.1477 | 0 | 15.07 | 85.23 | — | |
| LwF2026.05 | 0 | -0.1691 | 0 | 9.58 | 83.09 | — | |
| TAMiL2026.05 | 0 | -0.2569 | 0 | 53.34 | 74.31 | — | |
| iCaRL2026.05 | 0 | -0.0986 | 0 | 14.7 | 90.13 | — | |
| CLeWI2026.05 | 0 | -0.1444 | 0 | 6.25 | 85.55 | — | |
| WSC2026.05 | 0 | -0.2144 | 0 | 20.52 | 78.56 | — | |
| EWCProtocol=Prior Work2026.05 | — | — | — | — | — | 90.9 | |
| FreeMOCALambda Configuration=Fixed λ = 0.6, Interpolation Mode=Linear2026.05 | — | — | — | — | — | 92.6 | |
| FreeMOCALambda Configuration=Fixed λ = 0.6, Interpolation Mode=Spline2026.05 | — | — | — | — | — | 93.4 | |
| FreeMOCALambda Configuration=Fixed λ = 0.6, Interpolation Mode=Polynomial2026.05 | — | — | — | — | — | 93.6 | |
| FreeMOCALambda Configuration=Adap. Layerwise λ, Interpolation Mode=Linear2026.05 | — | — | — | — | — | 93 | |
| FreeMOCALambda Configuration=Adap. Layerwise λ, Interpolation Mode=Spline2026.05 | — | — | — | — | — | 92.2 | |
| FreeMOCALambda Configuration=Adap. Layerwise λ, Interpolation Mode=Polynomial2026.05 | — | — | — | — | — | 93.3 | |
| GRProtocol=Prior Work2026.05 | — | — | — | — | — | 91.8 | |
| JointProtocol=Baseline2026.05 | — | — | — | — | — | 96.5 | |
| LwFProtocol=Prior Work2026.05 | — | — | — | — | — | 93 | |
| MalCLProtocol=Prior Work2026.05 | — | — | — | — | — | 93.2 | |
| NoneProtocol=Baseline2026.05 | — | — | — | — | — | 92.1 | |
| SIProtocol=Prior Work2026.05 | — | — | — | — | — | 91.5 |