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While AI-coding assistants accelerate software development, current testing frameworks struggle to keep pace with the resulting volume of AI-generated code. Traditional fuzzing techniques often allocate resources uniformly and lack semantic…

软件工程 · 计算机科学 2026-02-13 Ziyi Yang , Kalit Inani , Keshav Kabra , Vima Gupta , Anand Padmanabha Iyer

Fuzzing, a widely-used technique for bug detection, has seen advancements through Large Language Models (LLMs). Despite their potential, LLMs face specific challenges in fuzzing. In this paper, we identified five major challenges of…

This paper presents a novel fuzzing framework, called MicroFuzz, specifically designed for Microservices. Mocking-Assisted Seed Execution, Distributed Tracing, Seed Refresh and Pipeline Parallelism approaches are adopted to address the…

软件工程 · 计算机科学 2024-02-06 Peng Di , Bingchang Liu , Yiyi Gao

Bugs, especially those in concurrent systems, are often hard to reproduce because they manifest only under rare conditions. Testers frequently encounter failures that occur only under specific inputs, even when occurring with low…

软件工程 · 计算机科学 2025-09-11 Yeshayahu Weiss , Gal Amram , Achiya Elyasaf , Eitan Farchi , Oded Margalit , Gera Weiss

Recent research has sought to improve fuzzing performance via parallel computing. However, researchers focus on improving efficiency while ignoring the increasing cost of testing resources. Parallel fuzzing in the distributed environment…

密码学与安全 · 计算机科学 2022-11-16 Xu Zhou , Pengfei Wang , Chenyifan Liu , Tai Yue , Yingying Liu , Congxi Song , Kai Lu , Qidi Yin , Xu Han

Fuzz Testing is a well-studied area in the field of Software Maintenance and Evolution. In recent years, coverage-based Greybox fuzz testing has gained immense attention by discovering critical security level and show-stopper bugs in…

软件工程 · 计算机科学 2019-07-29 Animesh Basak Chowdhury

Fuzz testing is crucial for identifying software vulnerabilities, with coverage-guided grey-box fuzzers like AFL and Angora excelling in broad detection. However, as the need for targeted detection grows, directed grey-box fuzzing (DGF) has…

软件工程 · 计算机科学 2024-09-24 Yijiang Xu , Hongrui Jia , Liguo Chen , Xin Wang , Zhengran Zeng , Yidong Wang , Qing Gao , Jindong Wang , Wei Ye , Shikun Zhang , Zhonghai Wu

Fuzz testing, or "fuzzing," refers to a widely deployed class of techniques for testing programs by generating a set of inputs for the express purpose of finding bugs and identifying security flaws. Grey-box fuzzing, the most popular…

人工智能 · 计算机科学 2018-08-28 Siddharth Karamcheti , Gideon Mann , David Rosenberg

Software vulnerabilities can cause numerous problems, including crashes, data loss, and security breaches. These issues greatly compromise quality and can negatively impact the market adoption of software applications and systems.…

The rapid expansion of heterogeneous Internet of Things (IoT) environments has heightened security risks, as resource-constrained devices remain vulnerable to diverse cyberattacks. Federated Learning (FL) has emerged as a privacy-preserving…

网络与互联网体系结构 · 计算机科学 2026-02-16 Saadat Izadi , Mahmood Ahmadi

Ever-increasing design complexity of System-on-Chips (SoCs) led to significant verification challenges. Unlike software, bugs in hardware design are vigorous and eternal i.e., once the hardware is fabricated, it cannot be repaired with any…

硬件体系结构 · 计算机科学 2025-12-11 Deepak Narayan Gadde , Aman Kumar , Djones Lettnin , Sebastian Simon

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…

密码学与安全 · 计算机科学 2023-03-14 Marcello Maugeri , Cristian Daniele , Giampaolo Bella , Erik Poll

Modern embedded Linux devices, such as routers, IP cameras, and IoT gateways, rely on complex software stacks where numerous daemons interact to provide services. Testing these devices is crucial from a security perspective since vendors…

密码学与安全 · 计算机科学 2025-09-23 Alessio Izzillo , Riccardo Lazzeretti , Emilio Coppa

Cybersecurity threats and vulnerabilities continue to grow in number and complexity, presenting an increasing challenge for organizations worldwide. Organizations use threat modelling and bug bounty programs to address these threats, which…

密码学与安全 · 计算机科学 2023-04-17 Serhan W. Bahar

Identifying recurring vulnerabilities is crucial for ensuring software security. Clone-based techniques, while widely used, often generate many false alarms due to the existence of similar but patched (SBP) code, which is similar to…

软件工程 · 计算机科学 2026-02-10 Zixuan Tan , Jiayuan Zhou , Xing Hu , Shengyi Pan , Kui Liu , Xin Xia

The increasing complexity of embedded software has made comprehensive manual testing impractical, motivating the use of automated techniques such as fuzzing. Coverage-guided fuzzers like AFL++ have shown strong results for conventional…

软件工程 · 计算机科学 2026-04-23 Chiara Ghinami , Igor Pontes Tresolavy , Luis Seibt , Nils Bosbach , Rainer Leupers

A software vulnerability could be exploited without any visible symptoms. When no source code is available, although such silent program executions could cause very serious damage, the general problem of analyzing silent yet harmful…

密码学与安全 · 计算机科学 2021-02-23 Zhilong Wang , Li Yu , Suhang Wang , Peng Liu

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…

软件工程 · 计算机科学 2025-02-24 Wenqi Yan , Manuel Rigger , Anthony Wirth , Van-Thuan Pham

Most software that runs on computers undergoes processing by compilers. Since compilers constitute the fundamental infrastructure of software development, their correctness is paramount. Over the years, researchers have invested in…

软件工程 · 计算机科学 2023-06-19 Haoyang Ma

Network protocols are the foundation of modern communication, yet their implementations often contain semantic vulnerabilities stemming from inadequate understanding of specification semantics. Existing gray-box and black-box testing…

密码学与安全 · 计算机科学 2026-03-09 Yanbang Sun , Quan Luo , Yuelin Wang , Qian Chen , Benjin Liu , Ruiqi Chen , Qing Huang , Xiaohong Li , Junjie Wang