Coverage-oriented and target-oriented fuzzing are widely used in vulnerability detection. Compared with coverage-oriented fuzzing, concentrates more computing resources on suspected vulnerable points to improve the testing efficiency. However, sample generation algorithm detection technology has some problems, such as weak guidance, penetration, difficult generation. This paper proposes a new f...