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The increasing complexity of modern processors poses many challenges to existing hardware verification tools and methodologies for detecting security-critical bugs. Recent attacks on processors have shown the fatal consequences of…

Cryptography and Security · Computer Science 2022-01-26 Aakash Tyagi , Addison Crump , Ahmad-Reza Sadeghi , Garrett Persyn , Jeyavijayan Rajendran , Patrick Jauernig , Rahul Kande

Many software projects employ manual code review to gatekeep defects and vulnerabilities in the code before integration. However, reviewers often work under time pressure and rely primarily on static inspection, leaving the dynamic aspects…

Software Engineering · Computer Science 2025-10-20 Wachiraphan Charoenwet , Patanamon Thongtanunam , Van-Thuan Pham , Christoph Treude

Identifying which software versions are affected by a vulnerability is critical for patching, risk mitigation. Despite a growing body of tools, their real-world effectiveness remains unclear due to narrow evaluation scopes often limited to…

Software Engineering · Computer Science 2025-09-10 Xingchu Chen , Chengwei Liu , Jialun Cao , Yang Xiao , Xinyue Cai , Yeting Li , Jingyi Shi , Tianqi Sun , Haiming Chen ang Wei Huo

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…

Software Engineering · Computer Science 2025-09-03 Ege Berkay Gulcan , Burcu Kulahcioglu Ozkan , Rupak Majumdar , Srinidhi Nagendra

Open-source software vulnerability patch detection is a critical component for maintaining software security and ensuring software supply chain integrity. Traditional manual detection methods face significant scalability challenges when…

Software Engineering · Computer Science 2025-09-30 Haoran Xu , Chen Zhi , Junxiao Han , Xinkui Zhao , Jianwei Yin , Shuiguang Deng

Computer programs are not executed in isolation, but rather interact with the execution environment which drives the program behaviors. Software validation methods thus need to capture the effect of possibly complex environmental…

Software Engineering · Computer Science 2024-09-04 Ruijie Meng , Gregory J. Duck , Abhik Roychoudhury

Unmanned Aerial Vehicles (UAVs) are remote-controlled vehicles capable of flight and are present in a variety of environments from military operations to domestic enjoyment. These vehicles are great assets, but just as their pilot can…

Cryptography and Security · Computer Science 2024-09-05 David Rudo , Kai Zeng

As large language models (LLMs) increasingly integrate native code interpreters, they enable powerful real-time execution capabilities, substantially expanding their utility. However, such integrations introduce potential system-level…

Cryptography and Security · Computer Science 2025-07-28 Gabriel Chua

Patch reviewing is critical for software development, especially in distributed open-source development, which highly depends on voluntary work, such as Linux. This paper studies the past 10 years of patch reviews of the Linux memory…

Software Engineering · Computer Science 2026-03-27 Chih-En Lin , Attreyee Mukherjee , Ajay Rawat , Ruqi Zhang , Pedro Fonseca

Crash report analysis is a necessary step before developers begin fixing errors. Fuzzing or hybrid (with dynamic symbolic execution) fuzzing is often used in the secure development lifecycle. Modern fuzzers could produce many crashes and…

Cryptography and Security · Computer Science 2021-12-28 Georgy Savidov , Andrey Fedotov

Software model checking is a verification technique which is widely used for checking temporal properties of software systems. Even though it is a property verification technique, its common usage in practice is in "bug finding", that is,…

Software Engineering · Computer Science 2022-04-20 Ruijie Meng , Zhen Dong , Jialin Li , Ivan Beschastnikh , Abhik Roychoudhury

Filesystem vulnerabilities persist as a significant threat to Android systems, despite various proposed defenses and testing techniques. The complexity of program behaviors and access control mechanisms in Android systems makes it…

Cryptography and Security · Computer Science 2024-07-17 Yu-Tsung Lee , Hayawardh Vijayakumar , Zhiyun Qian , Trent Jaeger

Vulnerabilities in open-source operating systems (OSs) pose substantial security risks to software systems, making their detection crucial. While fuzzing has been an effective vulnerability detection technique in various domains, OS fuzzing…

Operating Systems · Computer Science 2026-01-21 Kun Hu , Qicai Chen , Wenzhuo Zhang , Zilong Lu , Bihuan Chen , You Lu , Haowen Jiang , Bingkun Sun , Xin Peng , Wenyun Zhao

As machine learning gains prominence in various sectors of society for automated decision-making, concerns have risen regarding potential vulnerabilities in machine learning (ML) frameworks. Nevertheless, testing these frameworks is a…

Software Engineering · Computer Science 2023-07-13 Zhao Liu , Quanchen Zou , Tian Yu , Xuan Wang , Guozhu Meng , Kai Chen , Deyue Zhang

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

Fuzz Testing techniques are the state of the art in software testing for security issues nowadays. Their great effectiveness attracted the attention of researchers and hackers and involved them in developing a lot of new techniques to…

Cryptography and Security · Computer Science 2021-02-09 Andrea Fioraldi , Luigi Paolo Pileggi

Coverage-guided Greybox Fuzzing (CGF) is one of the most successful and widely-used techniques for bug hunting. Two major approaches are adopted to optimize CGF: (i) to reduce search space of inputs by inferring relationships between input…

Cryptography and Security · Computer Science 2022-01-13 Kunpeng Zhang , Xi Xiao , Xiaogang Zhu , Ruoxi Sun , Minhui Xue , Sheng Wen

Testing Android apps effectively requires a systematic exploration of the app's possible states by simulating user interactions and system events. While existing approaches have proposed several fuzzing techniques to generate various text…

Software Engineering · Computer Science 2025-04-17 Biniam Fisseha Demissie , Yan Naing Tun , Lwin Khin Shar , Mariano Ceccato

Many protocol implementations are reactive systems, where the protocol process is in continuous interaction with other processes and the environment. If a bug can be exposed only in a certain state, a fuzzer needs to provide a specific…

Cryptography and Security · Computer Science 2023-06-06 Jinsheng Ba , Marcel Böhme , Zahra Mirzamomen , Abhik Roychoudhury

Large Language Models (LLMs) are widely used for code generation, but they face critical security risks when applied to practical production due to package hallucinations, in which LLMs recommend non-existent packages. These hallucinations…

Software Engineering · Computer Science 2025-10-07 Yukai Zhao , Menghan Wu , Xing Hu , Xin Xia