Malware Detection on EMBER (test)
286,530Correct Allocations CountLGBM+PriorNet+ICE
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| LGBM+PriorNet+ICECalibration=Uncalibrated, Data Type=Total2025.12 | 286,530 | 19,439 | 165 | 3,866 | — | — | — | — | — | |
| LGBM+PriorNet+ICECalibration=Calibrated, Data Type=Total2025.12 | 281,630 | 26,143 | 89 | 2,138 | — | — | — | — | — | |
| LGBM+NN+ICECalibration=Uncalibrated, Data Type=Total2025.12 | 278,574 | 29,268 | 144 | 2,014 | — | — | — | — | — | |
| LGBM+NN-Ensemble+ICECalibration=Uncalibrated, Data Type=Total2025.12 | 275,325 | 33,053 | 145 | 1,477 | — | — | — | — | — | |
| LGBM+NN-Ensemble+ICECalibration=Calibrated, Data Type=Total2025.12 | 273,289 | 35,215 | 106 | 1,390 | — | — | — | — | — | |
| LGBM+NN+ICECalibration=Calibrated, Data Type=Total2025.12 | 271,178 | 37,298 | 100 | 1,424 | — | — | — | — | — | |
| BNNNetwork=BNN2023.01 | — | — | — | — | 94.5 | — | — | — | 98.55 | |
| FFNNNetwork=FFNN2023.01 | — | — | — | — | 94.11 | — | — | — | 98.47 | |
| LGBM+NN-EnsembleTraining Dataset=EMBER, Model Architecture=LGBM + NN Ensemble, Calibration Status=Calibrated2025.12 | — | — | — | — | 99.23 | 99.18 | 99.02 | 99.1 | — | |
| MalConvNetwork=MalConv2023.01 | — | — | — | — | 90.88 | — | — | — | 97.05 | |
| MalConv w/ GCGNetwork=MalConv w/ GCG2023.01 | — | — | — | — | 93.29 | — | — | — | 98.04 |