Malicious Package Detection on QUT-DV25 (test)
99AUCMLP
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| MLPFramework=eDySec [Proposed], Category=Classic, Features=172026.04 | 99 | 99 | 0.56 | 1.02 | 1,066 | 1,058 | 6 | 11 | |
| LeNetFramework=eDySec [Proposed], Category=Classic, Features=172026.04 | 99 | 99 | 0.93 | 0.75 | 1,062 | 1,061 | 10 | 8 | |
| MDCNNFramework=eDySec [Proposed], Category=Classic, Features=172026.04 | 99 | 99 | 1.12 | 0.93 | 1,060 | 1,059 | 12 | 10 | |
| NNFramework=eDySec [Proposed], Category=Classic, Features=172026.04 | 99 | 99 | 0.56 | 0.93 | 1,066 | 1,059 | 6 | 10 | |
| CNNFramework=eDySec [Proposed], Category=Classic, Features=172026.04 | 98 | 98 | 2.41 | 1.32 | 1,046 | 1,055 | 26 | 14 | |
| LSTMFramework=eDySec [Proposed], Category=Pre-Attention, Features=172026.04 | 98 | 98 | 2.48 | 0.85 | 1,045 | 1,060 | 27 | 9 | |
| DistilGPT2Framework=eDySec [Proposed], Category=Attention, Features=172026.04 | 98 | 98 | 1.86 | 1.41 | 1,052 | 1,054 | 20 | 15 | |
| RNNFramework=eDySec [Proposed], Category=Pre-Attention, Features=172026.04 | 97 | 97 | 2.52 | 2.42 | 1,045 | 1,043 | 27 | 26 | |
| TransformerFramework=eDySec [Proposed], Category=Attention, Features=172026.04 | 97 | 97 | 2.78 | 1.79 | 1,042 | 1,050 | 30 | 19 | |
| BERTFramework=eDySec [Proposed], Category=Attention, Features=172026.04 | 97 | 97 | 3.22 | 1.61 | 1,037 | 1,052 | 35 | 17 | |
| RFFramework=DySec [39], Category=Tree, Features=362026.04 | 96 | 96 | 3.23 | 4.77 | 1,038 | 1,017 | 34 | 52 | |
| SVMFramework=DySec [39], Category=Kernel, Features=362026.04 | 95 | 95 | 5.76 | 3.63 | 1,009 | 1,031 | 63 | 38 | |
| DTFramework=DySec [39], Category=Tree, Features=362026.04 | 94 | 94 | 1.74 | 9.52 | 1,055 | 958 | 17 | 111 | |
| GBFramework=DySec [39], Category=Ensemble, Features=362026.04 | 94 | 94 | 1.84 | 9.29 | 1,054 | 961 | 18 | 108 |