Android Malware Detection on Emulator
79.3AUT AccuracyHead-Tune (Hd)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Head-Tune (Hd)Policy=Hd, Evaluation Mode=Static, Seed=S02026.05 | 79.3 | 68.9 | 5 | |
| Joint-Tune (Jo)Policy=Jo, Evaluation Mode=Static, Seed=S12026.05 | 78.7 | 73.8 | 15 | |
| Joint-Tune (Jo)Policy=Jo, Evaluation Mode=Static, Seed=S02026.05 | 77.7 | 72.4 | 15 | |
| Reinforcement Learning (RL)Policy=RL, Evaluation Mode=Static, Seed=S12026.05 | 77.7 | 70.7 | 9.5 | |
| Reinforcement Learning (RL)Policy=RL, Evaluation Mode=Static, Seed=S32026.05 | 77.7 | 73.2 | 10 | |
| Drift-Rule (Dr)Policy=Dr, Evaluation Mode=Static, Seed=S02026.05 | 77.6 | 72.4 | 15 | |
| Reinforcement Learning (RL)Policy=RL, Evaluation Mode=Static, Seed=S02026.05 | 77.5 | 71.8 | 10.5 | |
| Adapter-Tune (Ad)Policy=Ad, Evaluation Mode=Static, Seed=S22026.05 | 77.5 | 71.6 | 10 | |
| Joint-Tune (Jo)Policy=Jo, Evaluation Mode=Static, Seed=S42026.05 | 77.4 | 72 | 15 | |
| Adapter-Tune (Ad)Policy=Ad, Evaluation Mode=Static, Seed=S02026.05 | 76.9 | 71.5 | 10 | |
| Periodic-Joint(2) (P2)Policy=P2, Evaluation Mode=Static, Seed=S02026.05 | 72.7 | 61.6 | 7.5 | |
| Frozen-Init (Fr)Policy=Fr, Evaluation Mode=Static, Seed=S02026.05 | 68.6 | 54.6 | 0 | |
| Head-Tune (Hd)Policy=Hd, Evaluation Mode=Dynamic, Seed=S02026.05 | 56.4 | 43.2 | 5 | |
| Reinforcement Learning (RL)Policy=RL, Evaluation Mode=Dynamic, Seed=S52026.05 | 55.8 | 40 | 10 | |
| Drift-Rule (Dr)Policy=Dr, Evaluation Mode=Dynamic, Seed=S02026.05 | 51.3 | 38.1 | 15 | |
| Joint-Tune (Jo)Policy=Jo, Evaluation Mode=Dynamic, Seed=S02026.05 | 51.2 | 37 | 15 | |
| Reinforcement Learning (RL)Policy=RL, Evaluation Mode=Dynamic, Seed=S02026.05 | 50.8 | 36.3 | 12 | |
| Periodic-Joint(2) (P2)Policy=P2, Evaluation Mode=Dynamic, Seed=S02026.05 | 50.5 | 39.6 | 7.5 | |
| Frozen-Init (Fr)Policy=Fr, Evaluation Mode=Dynamic, Seed=S02026.05 | 50 | 23.4 | 0 | |
| Adapter-Tune (Ad)Policy=Ad, Evaluation Mode=Dynamic, Seed=S02026.05 | 43.6 | 29.8 | 10 |