- 2022-04-25 手动实现整型和字符型的二进制编码转换。可将已知类型的数据转换为二进制比特数组
- 2022-04-25 基于二进制比特数组的模型，准确率可达到0.9以上
- 2022-04-25 将每8比特作为一个字节，尝试应用模型，失败，因为模型的每一个x内不能再划分数组
- 2022-04-25 采用NEUZZ代码中的方法，直接读取字符串，使用bytearray转换为字节串，再转换为字节数组，能够训练模型，准确率为0.3以下
- 2022-05-20 参数:
layer=(3,3,3,), top_k=None, max_feature=100, select_bb_size=2. 需要注意的是，现在选取bb的标准是这批数据里最少覆盖的select_bb_size个bb
| index | time limit | afl | afl-model-guide | afl-no-havoc | afl-model-guide-no-havoc | |
|---|---|---|---|---|---|---|
| swftophp | 1 | - | 49min with 1713 paths and 132 uniq crashes | 37min with 1937 paths / 109 uniq crashes / ? | ||
| swftophp | 2 | 30min | 1466 paths / 101 uniq crashes | 1685 paths / 101 uniq crashes / 14 train model | 895 / 99 | 1128 / 78 / 24 |
| swftophp | 3 | 30min | 1414 paths / 95 uniq crashes | 1719 paths / 115 uniq crashes / 24 train model | ||
| swftophp | 4 | 60min | 1841 paths / 125 uniq crashes | 2581 paths / 182 uniq crashes / 49 train model | ||
| swftophp | 5 | 60min |
| index | time limit | afl | afl-model-guide | afl-no-havoc | afl-model-guide-no-havoc | |
|---|---|---|---|---|---|---|
| jasper | 1 / with kitty | 30min | 562 / 0 | 572 / 0 / 0 | ||
| jasper | 2 / with kitty | 60min | 593 / 0 | 702 / 0 / 0 | ||
| jasper | 3 / with empty | 60min | 600 / 0 | 386 / 0 / 8 | ||
| japser | 4 / with empty | 60min | 471 / 0 | 671 / 0 / 49 | ||
| jasper | 5 / with empty | 60min | 405 / 0 / 12 | |||
| japser | 6 / with empty | 120min | 429 / 0 /0 |