Table 8 Extra Payload of MalAOI.
Adversarial Model | AGFR | AGBR | AGOR | |
|---|---|---|---|---|
Model Type | Characterization | |||
GCN | Malconv | 35.93KB / 953.23KB (3.76%) | 60.51 / 1051.41 (60.51%) | 7887.08 / 6441.25 (122.44%) |
1-Grams | 55.85KB / 229.29KB (24.36%) | 304.49 / 1683.20 (18.09%) | 10613.28 / 8771.40 (121.03%) | |
2-Grams | 11.69KB / 247.65KB (4.72%) | 184.25 / 984.73 (18.71%) | 2605.26 / 7370.87 (35.34%) | |
3-Grams | 26.20KB / 300.87KB (8.70%) | 201.15 / 1047.60 (19.20%) | 3580.21 / 7713.63 (46.41%) | |
GAT | Malconv | 47.23KB / 758.74KB (6.22%) | 698.95 / 1778.20 (39.30%) | 9535.90 / 9971.70 (95.62%) |
1-Grams | 30.95KB / 472.66KB (6.54%) | 554.22 / 1124.00 (49.30%) | 7282.00 / 7041.55 (103.41%) | |
2-Grams | 24.52KB / 532.52KB (4.60%) | 817.00 / 2570.00 (31.78%) | 2113.43 / 5162.66 (40.93%) | |
3-Grams | 2.16KB / 830.48KB (2.16%) | 299.09 / 1141.26 (26.20%) | 3666.21 / 8490.55 (43.17%) | |
DGCNN | Malconv | 212.88KB / 956.11KB (22.26%) | 1115.75 / 1301.25 (85.72%) | 13128.50 / 10837.50 (121.13%) |
1-Grams | 27.65KB / 148.85KB (18.57%) | 3545.53 / 1748.23 (202.68%) | 40002.43 / 8899.26 (449.51%) | |
2-Grams | 370.74KB / 859.59KB (43.12%) | 133.00 / 1327.66 (10.01%) | 3797.66 / 5973.00 (63.58%) | |
3-Grams | 21.06KB / 443.94KB (4.74%) | 344.57 / 1574.42 (21.88%) | 5310.42 / 8532.57 (62.23%) | |
Average | 72.23KB / 561.16KB (12.87%) | 688.20 / 1444.33 (47.64%) | 9126.86 / 7933.82 (115.03%) | |
