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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

Fuzzing has been proven extremely effective in finding vulnerabilities in software. When it comes to fuzz stateless systems, analysts have no doubts about the choice to make. In fact, among the plethora of stateless fuzzers devised in the…

软件工程 · 计算机科学 2024-06-13 Cristian Daniele

With the wide use of Deep Learning (DL) systems, academy and industry begin to pay attention to their quality. Testing is one of the major methods of quality assurance. However, existing testing techniques focus on the quality of DL models…

软件工程 · 计算机科学 2021-03-05 Weisi Luo , Dong Chai , Xiaoyue Run , Jiang Wang , Chunrong Fang , Zhenyu Chen

Modern embedded Linux devices, such as routers, IP cameras, and IoT gateways, rely on complex software stacks where numerous daemons interact to provide services. Testing these devices is crucial from a security perspective since vendors…

密码学与安全 · 计算机科学 2025-09-23 Alessio Izzillo , Riccardo Lazzeretti , Emilio Coppa

Fuzzing is a popular bug detection technique achieved by testing software executables with random inputs. This technique can also be extended to libraries by constructing executables that call library APIs, known as fuzz drivers. Automated…

软件工程 · 计算机科学 2023-12-20 Yehong Zhang , Jun Wu , Hui Xu

Mutation testing can help minimize the delivery of faulty software. Therefore, it is a recommended practice for developing embedded software in safety-critical cyber-physical systems (CPS). However, state-of-the-art mutation testing…

软件工程 · 计算机科学 2025-07-04 Jaekwon Lee , Fabrizio Pastore , Lionel Briand

Fuzzing has been an important approach for finding bugs and vulnerabilities in programs. Many fuzzers deployed in industry run daily and can generate an overwhelming number of crashes. Diagnosing such crashes can be very challenging and…

软件工程 · 计算机科学 2022-09-07 Ashwin Kallingal Joshy , Wei Le

Fuzz testing, or fuzzing, has become one of the de facto standard techniques for bug finding in the software industry. In general, fuzzing provides various inputs to the target program to discover unhandled exceptions and crashes. In…

软件工程 · 计算机科学 2021-09-20 Yifan Wang , Yuchen Zhang , Chengbin Pang , Peng Li , Nikolaos Triandopoulos , Jun Xu

Fuzz testing proved its great effectiveness in finding software bugs in the latest years, however, there are still open challenges. Coverage-guided fuzzers suffer from the fact that covering a program point does not ensure the trigger of a…

软件工程 · 计算机科学 2020-12-22 Andrea Fioraldi

Network attacks have become a major security concern for organizations worldwide and have also drawn attention in the academics. Recently, researchers have applied neural networks to detect network attacks with network logs. However, public…

密码学与安全 · 计算机科学 2020-12-24 Qingtian Zou , Anoop Singhal , Xiaoyan Sun , Peng Liu

Change-based testing is a key component of continuous integration at Facebook. However, a large number of tests coupled with a high rate of changes committed to our monolithic repository make it infeasible to run all potentially-impacted…

软件工程 · 计算机科学 2019-05-31 Mateusz Machalica , Alex Samylkin , Meredith Porth , Satish Chandra

Correctness and robustness are essential for logic synthesis applications, but they are often only tested with a limited set of benchmarks. Moreover, when the application fails on a large benchmark, the debugging process may be tedious and…

软件工程 · 计算机科学 2022-07-28 Siang-Yun Lee , Heinz Riener , Giovanni De Micheli

A fundamental challenge of software testing is the statistically well-grounded extrapolation from program behaviors observed during testing. For instance, a security researcher who has run the fuzzer for a week has currently no means (i) to…

软件工程 · 计算机科学 2018-04-05 Marcel Böhme

Generation-based fuzzing produces appropriate test cases according to specifications of input grammars and semantic constraints to test systems and software. However, these specifications require significant manual effort to construct. This…

密码学与安全 · 计算机科学 2025-08-13 Chuyang Chen , Brendan Dolan-Gavitt , Zhiqiang Lin

Trustworthiness especially for service oriented system is very important topic now a day in IT field of the whole world. Certain Trust Model depends on some certain values given by experts and developers. Here, main parameters for…

密码学与安全 · 计算机科学 2013-03-05 Kawser Wazed Nafi , Tonny Shekha kar , Amjad Hossain , M. M. A Hashem

In the evolving landscape of integrated circuit (IC) design, the increasing complexity of modern processors and intellectual property (IP) cores has introduced new challenges in ensuring design correctness and security. The recent…

密码学与安全 · 计算机科学 2025-11-07 Raghul Saravanan , Sudipta Paria , Aritra Dasgupta , Venkat Nitin Patnala , Swarup Bhunia , Sai Manoj P D

Fuzzing is widely used for software vulnerability detection. There are various kinds of fuzzers with different fuzzing strategies, and most of them perform well on their targets. However, in industry practice and empirical study, the…

软件工程 · 计算机科学 2019-05-07 Yuanliang Chen , Yu Jiang , Fuchen Ma , Jie Liang , Mingzhe Wang , Chijin Zhou , Zhuo Su , Xun Jiao

Android devices are shipped in several flavors by more than 100 manufacturer partners, which extend the Android "vanilla" OS with new system services, and modify the existing ones. These proprietary extensions expose Android devices to…

软件工程 · 计算机科学 2019-06-04 Domenico Cotroneo , Antonio Ken Iannillo , Roberto Natella

The effectiveness and efficiency of 5G software stack vulnerability and unintended behavior detection are essential for 5G assurance, especially for its applications in critical infrastructures. Scalability and automation are the main…

密码学与安全 · 计算机科学 2023-05-16 Zhuzhu Wang , Ying Wang

Fuzz testing (fuzzing) is a well-known method for exposing bugs/vulnerabilities in software systems. Popular fuzzers, such as AFL, use a biased random search over the domain of program inputs, where 100s or 1000s of inputs (test cases) are…

软件工程 · 计算机科学 2023-08-02 Yuntong Zhang , Ridwan Shariffdeen , Gregory J. Duck , Jiaqi Tan , Abhik Roychoudhury