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Deep learning powers critical applications such as autonomous driving, healthcare, and finance, where the correctness of underlying libraries is essential. Bugs in widely used deep learning APIs can propagate to downstream systems, causing…

Software Engineering · Computer Science 2025-08-19 Bin Duan , Ruican Dong , Naipeng Dong , Dan Dongseong Kim , Guowei Yang

Mobile crowdsourcing services (MCS), enable fast and economical data acquisition at scale and find applications in a variety of domains. Prior work has shown that Foursquare and Waze (a location-based and a navigation MCS) are vulnerable to…

Cryptography and Security · Computer Science 2021-10-20 Sojhal Ismail Khan , Dominika Woszczyk , Chengzeng You , Soteris Demetriou , Muhammad Naveed

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

As technology continues to advance and we usher in the era of Industry 5.0, there has been a profound paradigm shift in operating systems, file systems, web, and network applications. The conventional utilization of multiprocessing and…

Cryptography and Security · Computer Science 2023-12-25 Aishwarya Upadhyay , Vijay Laxmi , Smita Naval

Open-source software supply chain security relies heavily on assessing affected versions of library vulnerabilities. While prior studies have leveraged exploits for verifying vulnerability affected versions, they point out a key limitation…

Software Engineering · Computer Science 2026-03-30 Zirui Chen , Qi Zhan , Jiayuan Zhou , Xing Hu , Xin Xia , Xiaohu Yang

Internet of Things (IoT) consists of a large number of devices connected through a network, which exchange a high volume of data, thereby posing new security, privacy, and trust issues. One way to address these issues is ensuring data…

Cryptography and Security · Computer Science 2021-04-29 Fatimah Aljaafari , Rafael Menezes , Mustafa A. Mustafa , Lucas C. Cordeiro

Collaborative fuzzing combines multiple individual fuzzers and dynamically chooses appropriate combinations for different programs. Unlike individual fuzzers that rely on specific assumptions, collaborative fuzzing relaxes assumptions on…

Cryptography and Security · Computer Science 2025-07-23 Wenxuan Shi , Hongwei Li , Jiahao Yu , Xinqian Sun , Wenbo Guo , Xinyu Xing

As the complexity of modern processors has increased over the years, developing effective verification strategies to identify bugs prior to manufacturing has become critical. Undiscovered micro-architectural bugs in processors can manifest…

Bugs in compilers, which are critical infrastructure today, can have outsized negative impacts. Mutational fuzzers aid compiler bug detection by systematically mutating compiler inputs, i.e., programs. Their effectiveness depends on the…

Software Engineering · Computer Science 2025-10-10 Lingjun Liu , Feiran Qin , Owolabi Legunsen , Marcelo d'Amorim

Software vulnerabilities pose critical security threats, with nearly 50,000 CVEs reported in 2025. While Large Language Models (LLMs) show promise for automated vulnerability detection, three key challenges remain. First, LLM-generated…

Cryptography and Security · Computer Science 2026-05-22 Ze Sheng , Zhicheng Chen , Qingxiao Xu , Kewen Zhu , Jeff Huang

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

Finding software vulnerabilities in concurrent programs is a challenging task due to the size of the state-space exploration, as the number of interleavings grows exponentially with the number of program threads and statements. We propose…

Software Engineering · Computer Science 2022-10-21 Fatimah K. Aljaafari , Rafael Menezes , Edoardo Manino , Fedor Shmarov , Mustafa A. Mustafa , Lucas C. Cordeiro

Domain Name System (DNS) is a critical component of the Internet. DNS resolvers, which act as the cache between DNS clients and DNS nameservers, are the central piece of the DNS infrastructure, essential to the scalability of DNS. However,…

Cryptography and Security · Computer Science 2023-10-06 Qifan Zhang , Xuesong Bai , Xiang Li , Haixin Duan , Qi Li , Zhou Li

Compilers play a central role in translating high-level code into executable programs, making their correctness essential for ensuring code safety and reliability. While extensive research has focused on verifying the correctness of…

Programming Languages · Computer Science 2025-07-10 Qiong Feng , Xiaotian Ma , Ziyuan Feng , Marat Akhin , Wei Song , Peng Liang

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

Autonomous driving has become real; semi-autonomous driving vehicles in an affordable price range are already on the streets, and major automotive vendors are actively developing full self-driving systems to deploy them in this decade.…

Robotics · Computer Science 2022-11-04 Seulbae Kim , Major Liu , Junghwan "John" Rhee , Yuseok Jeon , Yonghwi Kwon , Chung Hwan Kim

Fuzzing continues to be the most effective method for identifying security vulnerabilities in software. In the context of fuzz testing, the fuzzer supplies varied inputs to fuzz targets, which are designed to comprehensively exercise…

Software Engineering · Computer Science 2026-01-21 Chi Thien Tran

Subverting the flow of instructions (e.g., by use of code-reuse attacks) still poses a serious threat to the security of today's systems. Various control flow integrity (CFI) schemes have been proposed as a powerful technique to detect and…

Hardware Architecture · Computer Science 2021-03-09 Mario Telesklav , Stefan Tauner

We constructed a newly large-scale and comprehensive C/C++ vulnerability dataset named MegaVul by crawling the Common Vulnerabilities and Exposures (CVE) database and CVE-related open-source projects. Specifically, we collected all…

Cryptography and Security · Computer Science 2024-06-19 Chao Ni , Liyu Shen , Xiaohu Yang , Yan Zhu , Shaohua Wang

Guided fuzzing has, in recent years, been able to uncover many new vulnerabilities in real-world software due to its fast input mutation strategies guided by path-coverage. However, most fuzzers are unable to achieve high coverage in deeper…

Software Engineering · Computer Science 2019-10-14 Saahil Ognawala , Fabian Kilger , Alexander Pretschner