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In modern software development, vulnerability detection is crucial due to the inevitability of bugs and vulnerabilities in complex software systems. Effective detection and elimination of these vulnerabilities during the testing phase are…

Cryptography and Security · Computer Science 2025-09-29 Christopher Scherb , Luc Bryan Heitz , Hermann Grieder

Traditional database fuzzing techniques primarily focus on syntactic correctness and general SQL structures, leaving critical yet obscure DBMS features, such as system-level modes (e.g., GTID), programmatic constructs (e.g., PROCEDURE),…

Databases · Computer Science 2026-03-24 Yongxin Chen , Zhiyuan Jiang , Chao Zhang , Haoran Xu , Shenglin Xu , Jianping Tang , Zheming Li , Peidai Xie , Yongjun Wang

Linux kernel bug repair is typically approached as a direct mapping from crash reports to code patches. In practice, however, kernel fixes undergo iterative revision on mailing lists before acceptance, with reviewer feedback shaping…

Software Engineering · Computer Science 2026-04-07 Luyao Bai , Kenan Alghythee , Hang Zhang , Xiaoguang Wang

Fuzz testing has been used to find bugs in programs since the 1990s, but despite decades of dedicated research, there is still no consensus on which fuzzing techniques work best. One reason for this is the paucity of ground truth: bugs in…

Cryptography and Security · Computer Science 2022-08-24 Joshua Bundt , Andrew Fasano , Brendan Dolan-Gavitt , William Robertson , Tim Leek

The Linux kernel is a critical system, serving as the foundation for numerous systems. Bugs in the Linux kernel can cause serious consequences, affecting billions of users. Fault localization (FL), which aims at identifying the buggy code…

Artificial Intelligence · Computer Science 2025-05-27 Zhenhao Zhou , Zhuochen Huang , Yike He , Chong Wang , Jiajun Wang , Yijian Wu , Xin Peng , Yiling Lou

Coverage-guided fuzz testing has received significant attention from the research community, with a strong focus on binary applications, greatly disregarding other targets, such as web applications. The importance of the World Wide Web in…

Cryptography and Security · Computer Science 2024-07-02 Sebastian Neef , Lorenz Kleissner , Jean-Pierre Seifert

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

In recent years, fuzz testing has benefited from increased computational power and important algorithmic advances, leading to systems that have discovered many critical bugs and vulnerabilities in production software. Despite these…

Cryptography and Security · Computer Science 2022-05-31 Anastasios Andronidis , Cristian Cadar

Recent research has shown that hardware fuzzers can effectively detect security vulnerabilities in modern processors. However, existing hardware fuzzers do not fuzz well the hard-to-reach design spaces. Consequently, these fuzzers cannot…

Cryptography and Security · Computer Science 2023-06-27 Chen Chen , Rahul Kande , Nathan Nguyen , Flemming Andersen , Aakash Tyagi , Ahmad-Reza Sadeghi , Jeyavijayan Rajendran

CPUs are becoming more complex with every generation, at both the logical and the physical levels. This potentially leads to more logic bugs and electrical defects in CPUs being overlooked during testing, which causes data corruption or…

Hardware Architecture · Computer Science 2021-10-25 Kostya Serebryany , Maxim Lifantsev , Konstantin Shtoyk , Doug Kwan , Peter Hochschild

The increasing complexity of modern processor and IP designs presents significant challenges in identifying and mitigating hardware flaws early in the IC design cycle. Traditional hardware fuzzing techniques, inspired by software testing,…

Cryptography and Security · Computer Science 2025-01-03 Raghul Saravanan , Sreenitha Kasarapu , Sai Manoj Pudukotai Dinakarrao

Debugging denotes the process of detecting root causes of unexpected observable behaviors in programs, such as a program crash, an unexpected output value being produced or an assertion violation. Debugging of program errors is a difficult…

Software Engineering · Computer Science 2016-11-15 Partha Pratim Ray , Ansuman Banerjee

Graph algorithms, such as shortest path finding, play a crucial role in enabling essential applications and services like infrastructure planning and navigation, making their correctness important. However, thoroughly testing graph…

Software Engineering · Computer Science 2025-02-24 Wenqi Yan , Manuel Rigger , Anthony Wirth , Van-Thuan Pham

While there is a large body of work on analyzing concurrency related software bugs and developing techniques for detecting and patching them, little attention has been given to concurrency related security vulnerabilities. The two are…

Cryptography and Security · Computer Science 2022-12-13 Zunchen Huang , Shengjian Guo , Meng Wu , Chao Wang

Fuzzing is a widely used technique for detecting software bugs and vulnerabilities. Most popular fuzzers generate new inputs using an evolutionary search to maximize code coverage. Essentially, these fuzzers start with a set of seed inputs,…

Software Engineering · Computer Science 2020-09-14 Dongdong She , Rahul Krishna , Lu Yan , Suman Jana , Baishakhi Ray

As researchers, we already understand how to make testing more effective and efficient at finding bugs. However, as fuzzing (i.e., automated testing) becomes more widely adopted in practice, practitioners are asking: Which assurances does a…

Software Engineering · Computer Science 2018-12-18 Marcel Böhme

The art of finding software vulnerabilities has been covered extensively in the literature and there is a huge body of work on this topic. In contrast, the intentional insertion of exploitable, security-critical bugs has received little…

Cryptography and Security · Computer Science 2020-07-07 Jannik Pewny , Thorsten Holz

Open-source software projects are foundational to modern software ecosystems, with the Linux kernel standing out as a critical exemplar due to its ubiquity and complexity. Although security patches are continuously integrated into the Linux…

Fuzzing is one of the prevailing methods for vulnerability detection. However, even state-of-the-art fuzzing methods become ineffective after some period of time, i.e., the coverage hardly improves as existing methods are ineffective to…

Cryptography and Security · Computer Science 2021-12-15 Shunkai Zhu , Jingyi Wang , Jun Sun , Jie Yang , Xingwei Lin , Liyi Zhang , Peng Cheng

Modern CPUs are black boxes, proprietary, and increasingly characterized by sophisticated microarchitectural flaws that evade traditional analysis. While some of these critical vulnerabilities have been uncovered through cumbersome manual…

Cryptography and Security · Computer Science 2026-01-09 Johannes Lenzen , Mohamadreza Rostami , Lichao Wu , Ahmad-Reza Sadeghi
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