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Hybrid testing approaches that involve fuzz testing and symbolic execution have shown promising results in achieving high code coverage, uncovering subtle errors and vulnerabilities in a variety of software applications. In this paper we…

Software Engineering · Computer Science 2018-06-11 Yannic Noller , Rody Kersten , Corina S. Păsăreanu

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…

Cryptography and Security · Computer Science 2025-09-23 Alessio Izzillo , Riccardo Lazzeretti , Emilio Coppa

Fuzzing is an effective bug-finding technique but it struggles with complex systems like JavaScript engines that demand precise grammatical input. Recently, researchers have adopted language models for context-aware mutation in fuzzing to…

Cryptography and Security · Computer Science 2024-02-20 Jueon Eom , Seyeon Jeong , Taekyoung Kwon

The conventional wisdom is that a software-defined network (SDN) operates under the premise that the logically centralized control plane has an accurate representation of the actual data plane state. Unfortunately, bugs, misconfigurations,…

Networking and Internet Architecture · Computer Science 2020-12-08 Apoorv Shukla , Said Jawad Saidi , Stefan Schmid , Marco Canini , Thomas Zinner , Anja Feldmann

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…

Software Engineering · Computer Science 2022-09-07 Ashwin Kallingal Joshy , Wei Le

Softwarization and virtualization in 5G and beyond necessitate thorough testing to ensure the security of critical infrastructure and networks, requiring the identification of vulnerabilities and unintended emergent behaviors from protocol…

Cryptography and Security · Computer Science 2023-07-24 Jingda Yang , Sudhanshu Arya , Ying Wang

Many business processes currently depend on web services, often using REST APIs for communication. REST APIs expose web service functionality through endpoints, allowing easy client interaction over the Internet. To reduce the security risk…

Software Engineering · Computer Science 2026-03-26 Thomas Rooijakkers , Anne Nijsten , Cristian Daniele , Erieke Weitenberg , Ringo Groenewegen , Arthur Melissen

For artificial intelligence, high-utility sequential rule mining (HUSRM) is a knowledge discovery method that can reveal the associations between events in the sequences. Recently, abundant methods have been proposed to discover…

Artificial Intelligence · Computer Science 2023-09-29 Chunkai Zhang , Maohua Lyu , Huaijin Hao , Wensheng Gan , Philip S. Yu

Fuzzing is a technique of finding bugs by executing a software recurrently with a large number of abnormal inputs. Most of the existing fuzzers consider all parts of a software equally, and pay too much attention on how to improve the code…

Cryptography and Security · Computer Science 2019-01-07 Yuwei Li , Shouling Ji , Chenyang Lv , Yuan Chen , Jianhai Chen , Qinchen Gu , Chunming Wu

Fuzzing a library requires experts to understand the library usage well and craft high-quality fuzz drivers, which is tricky and tedious. Therefore, many techniques have been proposed to automatically generate fuzz drivers. However, they…

Software Engineering · Computer Science 2025-07-25 Yan Li , Wenzhang Yang , Yuekun Wang , Jian Gao , Shaohua Wang , Yinxing Xue , Lijun Zhang

Patch fuzzing is a technique aimed at identifying vulnerabilities that arise from newly patched code. While researchers have made efforts to apply patch fuzzing to testing JavaScript engines with considerable success, these efforts have…

Cryptography and Security · Computer Science 2025-05-02 Junjie Wang , Yuhan Ma , Xiaofei Xie , Xiaoning Du , Xiangwei Zhang

With the growth of web applications, REST APIs have become the primary communication method between services. In order to ensure system reliability and security, software quality can be assured by effective testing methods. Black box fuzz…

Software Engineering · Computer Science 2022-01-03 Chung-Hsuan Tsai , Shi-Chun Tsai , Shih-Kun Huang

Nowadays, Recommender Systems have become a comprehensive system for helping and guiding users in a huge amount of data on the Internet. Collaborative Filtering offers to active users based on the rating of a set of users. One of the…

Information Retrieval · Computer Science 2019-10-01 Mostafa Khalaji , Chitra Dadkhah

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…

Software Engineering · Computer Science 2019-05-07 Yuanliang Chen , Yu Jiang , Fuchen Ma , Jie Liang , Mingzhe Wang , Chijin Zhou , Zhuo Su , Xun Jiao

Real-world production systems often grapple with maintaining data quality in large-scale, dynamic streams. We introduce Drifter, an efficient and lightweight system for online feature monitoring and verification in recommendation use cases.…

Information Retrieval · Computer Science 2023-09-22 Blaž Škrlj , Nir Ki-Tov , Lee Edelist , Natalia Silberstein , Hila Weisman-Zohar , Blaž Mramor , Davorin Kopič , Naama Ziporin

Because of usefulness and comprehensibility, fuzzy data mining has been extensively studied and is an emerging topic in recent years. Compared with utility-driven itemset mining technologies, fuzzy utility mining not only takes utilities…

Databases · Computer Science 2021-11-02 Shicheng Wan , Wensheng Gan , Xu Guo , Jiahui Chen , Unil Yun

Storage systems are fundamental to modern computing infrastructures, yet ensuring their correctness remains challenging in practice. Despite decades of research on system testing, many storage-system failures (including durability,…

Software Engineering · Computer Science 2026-02-09 Ying Wang , Jiahui Chen , Dejun Jiang

Fuzz testing has become a cornerstone technique for identifying software bugs and security vulnerabilities, with broad adoption in both industry and open-source communities. Directly fuzzing a function requires fuzz drivers, which translate…

Software Engineering · Computer Science 2025-10-03 Paschal C. Amusuo , Dongge Liu , Ricardo Andres Calvo Mendez , Jonathan Metzman , Oliver Chang , James C. Davis

Nowadays automated dynamic analysis frameworks for continuous testing are in high demand to ensure software safety and satisfy the security development lifecycle (SDL) requirements. The security bug hunting efficiency of cutting-edge hybrid…

Cryptography and Security · Computer Science 2023-03-24 Alexey Vishnyakov , Daniil Kuts , Vlada Logunova , Darya Parygina , Eli Kobrin , Georgy Savidov , Andrey Fedotov

Among the many software vulnerability discovery techniques available today, fuzzing has remained highly popular due to its conceptual simplicity, its low barrier to deployment, and its vast amount of empirical evidence in discovering…

Cryptography and Security · Computer Science 2019-04-09 Valentin J. M. Manes , HyungSeok Han , Choongwoo Han , Sang Kil Cha , Manuel Egele , Edward J. Schwartz , Maverick Woo
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