From: CAMFuzz: Explainable Fuzzing with Local Interpretation
Program | AFL/WinAFL | CAMFuzz(MAGIC) | CAMFuzz(AI+DWA) | CAMFuzz(AI) | CAMFuzz(AI+MAGIC) | CAMFuzz(AI+MAGIC+DWA) |
---|---|---|---|---|---|---|
giflib | 1618 | 1594 (\(-\)Â 1.48%) | 1980 (22.37%) | 1881 (16.25%) | 1923 (18.85%) | 2051 (26.76%) |
jhead | 1161 | 1161 (0.0%) | 1166 (0.43%) | 1160 (\(-\)Â 0.09%) | 1157 (\(-\)Â 0.34%) | 1164 (0.26%) |
libjpeg | 3352 | 3208 (\(-\)Â 4.3%) | 5744 (71.36%) | 5302 (58.17%) | 5686 (69.63%) | 5899 (75.98%) |
tcpdump | 25280 | 22854 (\(-\)Â 9.6%) | 32991 (30.5%) | 31213 (23.47%) | 32132 (27.1%) | 33729 (33.42%) |
libde265 | 3617 | 3539 (\(-\)Â 2.16%) | 4079 (12.77%) | 3902 (7.88%) | 4088 (13.02%) | 4092 (13.13%) |
zlib | 1901 | 1878 (\(-\)Â 1.21%) | 1907 (0.32%) | 1911 (0.53%) | 1908 (0.37%) | 1919 (0.95%) |
xls2csv | 2102 | 1996 (\(-\)Â 5.04%) | 2469 (17.46%) | 2400 (14.18%) | 2438 (15.98%) | 2517 (19.74%) |
Hancom | 5229 | 4857 (\(-\)Â 7.11%) | 8683 (66.05%) | 8093 (54.77%) | 8422 (61.06%) | 8943 (71.03%) |
readelf | 11201 | 10397 (\(-\)Â 7.18%) | 15933 (42.25%) | 14687 (31.12%) | 15443 (37.87%) | 16211 (44.73%) |
objdump | 7204 | 6973 (\(-\)Â 3.21%) | 8863 (23.03%) | 8500 (17.99%) | 8644 (19.99%) | 9006 (25.01%) |
Microsoft Jet | 7390 | 6946 (\(-\)Â 6.01%) | 13085 (77.06%) | 12437 (68.29%) | 12901 (74.57%) | 13406 (81.41%) |
Average | \(-\)Â 4.30% | 33.05% | 26.60% | 30.74% | 35.67% |