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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

Fuzz testing (or fuzzing) is an effective technique used to find security vulnerabilities. It consists of feeding a software under test with malformed inputs, waiting for a weird system behaviour (often a crash of the system). Over the…

Cryptography and Security · Computer Science 2023-03-14 Marcello Maugeri , Cristian Daniele , Giampaolo Bella , Erik Poll

Testing a program's capability to effectively handling errors is a significant challenge, given that program errors are relatively uncommon. To solve this, Software Fault Injection (SFI)-based fuzzing integrates SFI and traditional fuzzing,…

Cryptography and Security · Computer Science 2024-07-08 Jin Wei , Ping Chen , Jun Dai , Xiaoyan Sun , Zhihao Zhang , Chang Xu , Yi Wanga

Cryptographic protocols form the backbone of modern security systems, yet vulnerabilities persist within their implementations. Traditional testing techniques, including fuzzing, have struggled to effectively identify vulnerabilities in…

Cryptography and Security · Computer Science 2024-09-20 S Mahmudul Hasan , Polina Kozyreva , Endadul Hoque

Appropriate test data is a crucial factor to reach success in dynamic software testing, e.g., fuzzing. Most of the real-world applications, however, accept complex structure inputs containing data surrounded by meta-data which is processed…

Software Engineering · Computer Science 2020-06-16 Morteza Zakeri Nasrabadi , Saeed Parsa , Akram Kalaee

Firmware serves as the critical interface between hardware and software in computing systems, making any bugs or vulnerabilities particularly dangerous as they can cause catastrophic system failures. While fuzzing is a promising approach…

Cryptography and Security · Computer Science 2026-02-03 Dakshina Tharindu , Aruna Jayasena , Prabhat Mishra

Fuzzing has emerged as a powerful technique for finding security bugs in complicated real-world applications. American fuzzy lop (AFL), a leading fuzzing tool, has demonstrated its powerful bug finding ability through a vast number of…

Cryptography and Security · Computer Science 2023-07-06 Tai D. Nguyen , Long H. Pham , Jun Sun

Fuzzing is the process of finding security vulnerabilities in input-processing code by repeatedly testing the code with modified inputs. In this paper, we formalize fuzzing as a reinforcement learning problem using the concept of Markov…

Artificial Intelligence · Computer Science 2018-01-16 Konstantin Böttinger , Patrice Godefroid , Rishabh Singh

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

The Instruction Set Architecture (ISA) defines processor operations and serves as the interface between hardware and software. As an open ISA, RISC-V lowers the barriers to processor design and encourages widespread adoption, but also…

Cryptography and Security · Computer Science 2026-01-21 Hao Lyu , Jingzheng Wu , Xiang Ling , Yicheng Zhong , Zhiyuan Li , Tianyue Luo

The combination of computer vision and artificial intelligence is fundamentally transforming a broad spectrum of industries by enabling machines to interpret and act upon visual data with high levels of accuracy. As the biggest and by far…

Software Engineering · Computer Science 2025-07-22 Bin Duan , Tarek Mahmud , Meiru Che , Yan Yan , Naipeng Dong , Dan Dongseong Kim , Guowei Yang

A fuzzer provides randomly generated inputs to a targeted software to expose erroneous behavior. To efficiently detect defects, generated inputs should conform to the structure of the input format and thus, grammars can be used to generate…

Software Engineering · Computer Science 2020-08-05 Martin Eberlein , Yannic Noller , Thomas Vogel , Lars Grunske

Fuzzing is a popular dynamic program analysis technique used to find vulnerabilities in complex software. Fuzzing involves presenting a target program with crafted malicious input designed to cause crashes, buffer overflows, memory errors,…

Software Engineering · Computer Science 2017-11-15 Mohit Rajpal , William Blum , Rishabh Singh

SpecFuzz is the first tool that enables dynamic testing for speculative execution vulnerabilities (e.g., Spectre). The key is a novel concept of speculation exposure: The program is instrumented to simulate speculative execution in software…

Cryptography and Security · Computer Science 2020-03-11 Oleksii Oleksenko , Bohdan Trach , Mark Silberstein , Christof Fetzer

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

Fuzzing is an automated application vulnerability detection method. For genetic algorithm-based fuzzing, it can mutate the seed files provided by users to obtain a number of inputs, which are then used to test the objective application in…

Cryptography and Security · Computer Science 2019-06-04 Chenyang Lyu , Shouling Ji , Yuwei Li , Junfeng Zhou , Jianhai Chen , Jing Chen

Fuzzing is a powerful technique for finding bugs in software libraries, but scaling it remains difficult. Automated harness generation commits to fixed API sequences at synthesis time, limiting the behaviors each harness can test.…

Software Engineering · Computer Science 2026-02-24 Harrison Green , Fraser Brown , Claire Le Goues

PHP, a dominant scripting language in web development, powers a vast range of websites, from personal blogs to major platforms. While existing research primarily focuses on PHP application-level security issues like code injection, memory…

Cryptography and Security · Computer Science 2025-02-05 Yuancheng Jiang , Chuqi Zhang , Bonan Ruan , Jiahao Liu , Manuel Rigger , Roland Yap , Zhenkai Liang

Modern hardware systems, driven by demands for high performance and application-specific functionality, have grown increasingly complex, introducing large surfaces for bugs and security-critical vulnerabilities. Fuzzing has emerged as a…

Cryptography and Security · Computer Science 2025-12-29 Lichao Wu , Mohamadreza Rostami , Huimin Li , Nikhilesh Singh , Ahmad-Reza Sadeghi

Fuzzing -- whether generating or mutating inputs -- has found many bugs and security vulnerabilities in a wide range of domains. Stateful and highly structured web APIs present significant challenges to traditional fuzzing techniques, as…

Cryptography and Security · Computer Science 2021-12-21 Zac Hatfield-Dodds , Dmitry Dygalo