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Fuzzing is an important dynamic program analysis technique designed for finding vulnerabilities in complex software. Fuzzing involves presenting a target program with crafted malicious input to cause crashes, buffer overflows, memory…

In vulnerability detection, machine learning has been used as an effective static analysis technique, although it suffers from a significant rate of false positives. Contextually, in vulnerability discovery, fuzzing has been used as an…

密码学与安全 · 计算机科学 2025-05-05 Gianpietro Castiglione , Marcello Maugeri , Giampaolo Bella

Fuzzing consists of repeatedly testing an application with modified, or fuzzed, inputs with the goal of finding security vulnerabilities in input-parsing code. In this paper, we show how to automate the generation of an input grammar…

人工智能 · 计算机科学 2017-01-26 Patrice Godefroid , Hila Peleg , Rishabh Singh

Security vulnerabilities play a vital role in network security system. Fuzzing technology is widely used as a vulnerability discovery technology to reduce damage in advance. However, traditional fuzzing techniques have many challenges, such…

密码学与安全 · 计算机科学 2020-08-20 Yan Wang , Peng Jia , Luping Liu , Jiayong Liu

In recent years, fuzzing has been widely applied not only to application software but also to system software, including the Linux kernel and firmware, and has become a powerful technique for vulnerability discovery. Among these approaches,…

密码学与安全 · 计算机科学 2026-03-27 Masami Ichikawa

Fuzzing has become one of the most popular techniques to identify bugs in software. To improve the fuzzing process, a plethora of techniques have recently appeared in academic literature. However, evaluating and comparing these techniques…

密码学与安全 · 计算机科学 2021-08-17 David Paaßen , Sebastian Surminski , Michael Rodler , Lucas Davi

A fundamental problem in cybersecurity and computer science is determining whether a program is free of bugs and vulnerabilities. Fuzzing, a popular approach to discovering vulnerabilities in programs, has several advantages over…

密码学与安全 · 计算机科学 2026-01-27 Ian Hardgrove , John D. Hastings

Security vulnerabilities in Internet-of-Things devices, mobile platforms, and autonomous systems remain critical. Traditional mutation-based fuzzers -- while effectively explore code paths -- primarily perform byte- or bit-level edits…

软件工程 · 计算机科学 2025-09-25 Mengdi Lu , Steven Ding , Furkan Alaca , Philippe Charland

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,…

软件工程 · 计算机科学 2017-11-15 Mohit Rajpal , William Blum , Rishabh Singh

Software fuzzing is a strong testing technique that has become the de facto approach for automated software testing and software vulnerability detection in the industry. The random nature of fuzzing makes monitoring and understanding the…

软件工程 · 计算机科学 2021-12-28 Aftab Hussain , Mohammad Amin Alipour

Autonomous systems that rely on Machine Learning (ML) utilize online fault tolerance mechanisms, such as runtime monitors, to detect ML prediction errors and maintain safety during operation. However, the lack of human-interpretable…

机器学习 · 计算机科学 2025-05-21 Aniket Salvi , Gereon Weiss , Mario Trapp

Fuzzing has proven to be very effective for discovering certain classes of software flaws, but less effective in helping developers process these discoveries. Conventional crash-based fuzzers lack enough information about failures to…

密码学与安全 · 计算机科学 2024-11-04 Allison Naaktgeboren , Sean Noble Anderson , Andrew Tolmach , Greg Sullivan

Fuzzing has been incredibly successful in uncovering bugs and vulnerabilities across diverse software systems. JSON parsers play a vital role in modern software development, and ensuring their reliability is of great importance. This…

软件工程 · 计算机科学 2024-10-31 Zhiyuan Zhong , Zhezhen Cao , Zhanwei Zhang

Critical open source software systems undergo significant validation in the form of lengthy fuzz campaigns. The fuzz campaigns typically conduct a biased random search over the domain of program inputs, to find inputs which crash the…

密码学与安全 · 计算机科学 2024-11-22 Yuntong Zhang , Jiawei Wang , Dominic Berzin , Martin Mirchev , Dongge Liu , Abhishek Arya , Oliver Chang , Abhik Roychoudhury

Fuzzing REST APIs is an important research problem, with practical applications and impact in industry. As such, a lot of research work has been carried out on this topic in the last few years. However, there are three major issues that…

软件工程 · 计算机科学 2025-09-03 Omur Sahin , Man Zhang , Andrea Arcuri

Fuzzing is a highly effective automated testing method for uncovering software vulnerabilities. Despite advances in fuzzing techniques, such as coverage-guided greybox fuzzing, many fuzzers struggle with coverage plateaus caused by fuzz…

软件工程 · 计算机科学 2025-10-07 Wentao Gao , Renata Borovica-Gajic , Sang Kil Cha , Tian Qiu , Van-Thuan Pham

Fuzzing is a promising technique for detecting security vulnerabilities. Newly developed fuzzers are typically evaluated in terms of the number of bugs found on vulnerable programs/binaries. However,existing corpora usually do not capture…

软件工程 · 计算机科学 2019-05-07 Xiaogang Zhu , Xiaotao Feng , Tengyun Jiao , Sheng Wen , Yang Xiang , Seyit Camtepe , Jingling Xue

Modern vehicles are governed by a network of Electronic Control Units (ECUs), which are programmed to sense inputs from the driver and the environment, to process these inputs, and to control actuators that, e.g., regulate the engine or…

密码学与安全 · 计算机科学 2025-05-13 Timothy Werquin , Roos Hubrechtsen , Ashok Thangarajan , Frank Piessens , Jan Tobias Muehlberg

Fuzzing is a powerful software testing technique renowned for its effectiveness in identifying software vulnerabilities. Traditional fuzzing evaluations typically focus on overall fuzzer performance across a set of target programs, yet few…

软件工程 · 计算机科学 2025-06-19 Miao Miao

Library fuzzing is essential for hardening the software supply chain, but adopting it at scale remains expensive. Practitioners still spend substantial effort on environment setup, struggle to generate harnesses that respect intricate API…

软件工程 · 计算机科学 2026-05-15 Yunlong Lyu , Peng Chen , Fengyi Wu , Junzhe Yu , Kit Long Hon , Hao Chen