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We present a coverage-guided testing algorithm for distributed systems implementations. Our main innovation is the use of an abstract formal model of the system that is used to define coverage. Such abstract models are frequently developed…

软件工程 · 计算机科学 2025-09-03 Ege Berkay Gulcan , Burcu Kulahcioglu Ozkan , Rupak Majumdar , Srinidhi Nagendra

Directed greybox fuzzing is a popular technique for targeted software testing that seeks to find inputs that reach a set of target sites in a program. Most existing directed greybox fuzzers do not provide any theoretical analysis of their…

密码学与安全 · 计算机科学 2022-09-02 Abhishek Shah , Dongdong She , Samanway Sadhu , Krish Singal , Peter Coffman , Suman Jana

Smart contract (SC) fuzzing is a critical technique for detecting vulnerabilities in blockchain applications. However, its adoption remains challenging for practitioners due to fundamental differences between SCs and traditional software…

人机交互 · 计算机科学 2025-06-10 Guanming Qiao , Partha Protim Paul

Fuzzing consists of repeatedly testing an application with modified, or fuzzed, inputs with the goal of finding security vulnerabilities in input-parsing code. In this paper, we show how to automate the generation of an input grammar…

人工智能 · 计算机科学 2017-01-26 Patrice Godefroid , Hila Peleg , Rishabh Singh

This paper explores the integration of MPI-based synchronization techniques into distributed fuzzing frameworks, highlighting possible substantial performance improvements compared to traditional filesystem-based synchronization methods. By…

软件工程 · 计算机科学 2025-12-02 Pierciro Caliandro , Matteo Ciccaglione , Alessandro Pellegrini

Smart contract transactions are increasingly interleaved by cross-contract calls. While many tools have been developed to identify a common set of vulnerabilities, the cross-contract vulnerability is overlooked by existing tools.…

密码学与安全 · 计算机科学 2022-07-01 Yinxing Xue , Jiaming Ye , Wei Zhang , Jun Sun , Lei Ma , Haijun Wang , Jianjun Zhao

Fuzzing has gained in popularity for software vulnerability detection by virtue of the tremendous effort to develop a diverse set of fuzzers. Thanks to various fuzzing techniques, most of the fuzzers have been able to demonstrate great…

密码学与安全 · 计算机科学 2023-02-28 Yu-Fu Fu , Jaehyuk Lee , Taesoo Kim

A fundamental problem in cybersecurity and computer science is determining whether a program is free of bugs and vulnerabilities. Fuzzing, a popular approach to discovering vulnerabilities in programs, has several advantages over…

密码学与安全 · 计算机科学 2026-01-27 Ian Hardgrove , John D. Hastings

Large Language Models (LLMs) have gained widespread use in various applications due to their powerful capability to generate human-like text. However, prompt injection attacks, which involve overwriting a model's original instructions with…

密码学与安全 · 计算机科学 2025-04-07 Jiahao Yu , Yangguang Shao , Hanwen Miao , Junzheng Shi

We propose a symbolic execution method for analyzing the safety of software under fault attacks both accurately and efficiently. Fault attacks leverage physically injected hardware faults in an embedded system to break the safety of a…

软件工程 · 计算机科学 2026-04-27 Yuzhou Fang , Chenyu Zhou , Jingbo Wang , Chao Wang

Modern computing systems heavily rely on hardware as the root of trust. However, their increasing complexity has given rise to security-critical vulnerabilities that cross-layer at-tacks can exploit. Traditional hardware vulnerability…

Fuzzing is a powerful technique for finding bugs in software libraries, but scaling it remains difficult. Automated harness generation commits to fixed API sequences at synthesis time, limiting the behaviors each harness can test.…

软件工程 · 计算机科学 2026-02-24 Harrison Green , Fraser Brown , Claire Le Goues

Fuzzing is a popular technique for finding software bugs. However, the performance of the state-of-the-art fuzzers leaves a lot to be desired. Fuzzers based on symbolic execution produce quality inputs but run slow, while fuzzers based on…

密码学与安全 · 计算机科学 2018-03-28 Peng Chen , Hao Chen

Fuzzing is a commonly used technique designed to test software by automatically crafting program inputs. Currently, the most successful fuzzing algorithms emphasize simple, low-overhead strategies with the ability to efficiently monitor…

软件工程 · 计算机科学 2018-07-20 William Drozd , Michael D. Wagner

Coverage-guided gray-box fuzzing (CGF) is an efficient software testing technique. There are usually multiple objectives to optimize in CGF. However, existing CGF methods cannot successfully find the optimal values for multiple objectives…

密码学与安全 · 计算机科学 2024-01-31 Gen Zhang , Pengfei Wang , Tai Yue , Xiangdong Kong , Shan Huang , Xu Zhou , Kai Lu

Software vulnerabilities are constantly being reported and exploited in software products, causing significant impacts on society. In recent years, the main approach to vulnerability detection, fuzzing, has been integrated into the…

软件工程 · 计算机科学 2025-10-21 Tatsuya Shirai , Olivier Nourry , Yutaro Kashiwa , Kenji Fujiwara , Yasutaka Kamei , Hajimu Iida

Dynamic symbolic execution (DSE) is an effective method for automated program testing and bug detection. It is increasing the code coverage by the complex branches exploration during hybrid fuzzing. DSE tools invert the branches along some…

密码学与安全 · 计算机科学 2022-12-27 Darya Parygina , Alexey Vishnyakov , Andrey Fedotov

We present a novel gray-box fuzzing algorithm monitoring executions of instructions converting numerical values to Boolean ones. An important class of such instructions evaluate predicates, e.g., *cmp in LLVM. That alone allows us to infer…

编程语言 · 计算机科学 2024-01-24 Martin Jonáš , Jan Strejček , Marek Trtík , Lukáš Urban

Coverage-based graybox fuzzer (CGF), such as AFL has gained great success in vulnerability detection thanks to its ease-of-use and bug-finding power. Since some code fragments such as memory allocation are more vulnerable than others,…

密码学与安全 · 计算机科学 2021-03-02 Wenshuo Wang , Liang Cheng , Yang Zhang

Fuzzing is a highly effective automated testing method for uncovering software vulnerabilities. Despite advances in fuzzing techniques, such as coverage-guided greybox fuzzing, many fuzzers struggle with coverage plateaus caused by fuzz…

软件工程 · 计算机科学 2025-10-07 Wentao Gao , Renata Borovica-Gajic , Sang Kil Cha , Tian Qiu , Van-Thuan Pham