Kaled M. Alshmrany

2papers

2 Papers

CRDec 20, 2021
FuSeBMC v.4: Smart Seed Generation for Hybrid Fuzzing

Kaled M. Alshmrany, Mohannad Aldughaim, Ahmed Bhayat et al.

FuSeBMC is a test generator for finding security vulnerabilities in C programs. In earlier work [4], we described a previous version that incrementally injected labels to guide Bounded Model Checking (BMC) and Evolutionary Fuzzing engines to produce test cases for code coverage and bug finding. This paper introduces a new version of FuSeBMC that utilizes both engines to produce smart seeds. First, the engines are run with a short time limit on a lightly instrumented version of the program to produce the seeds. The BMC engine is particularly useful in producing seeds that can pass through complex mathematical guards. Then, FuSeBMC runs its engines with more extended time limits using the smart seeds created in the previous round. FuSeBMC manages this process in two main ways using its Tracer subsystem. Firstly, it uses shared memory to record the labels covered by each test case. Secondly, it evaluates test cases, and those of high impact are turned into seeds for subsequent test fuzzing. As a result, we significantly increased our code coverage score from last year, outperforming all tools that participated in this year's competition in every single category.

CRDec 21, 2020
FuSeBMC: A White-Box Fuzzer for Finding Security Vulnerabilities in C Programs

Kaled M. Alshmrany, Rafael S. Menezes, Mikhail R. Gadelha et al.

We describe and evaluate a novel white-box fuzzer for C programs named FuSeBMC, which combines fuzzing and symbolic execution, and applies Bounded Model Checking (BMC) to find security vulnerabilities in C programs. FuSeBMC explores and analyzes C programs (1) to find execution paths that lead to property violations and (2) to incrementally inject labels to guide the fuzzer and the BMC engine to produce test-cases for code coverage. FuSeBMC successfully participates in Test-Comp'21 and achieves first place in the Cover-Error category and second place in the Overall category.