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4G and 5G represent the current cellular communication standards utilized daily by billions of users for various applications. Consequently, ensuring the security of 4G and 5G network implementations is critically important. This paper…

Cryptography and Security · Computer Science 2024-10-29 Ilja Siroš , Dave Singelée , Bart Preneel

Fuzz testing is a fundamental technique employed to identify vulnerabilities within software systems. However, the process can be protracted and resource-intensive, especially when confronted with extensive codebases. In this work, I…

Software Engineering · Computer Science 2024-12-12 Saket Upadhyay

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

To ensure the reliability of DNN systems and address the test generation problem for neural networks, this paper proposes a fuzzing test generation technique based on many-objective optimization algorithms. Traditional fuzz testing employs…

Software Engineering · Computer Science 2024-11-05 Dongcheng Li , W. Eric Wong , Hu Liu , Man Zhao

Data races are critical issues in multithreaded program, leading to unpredictable, catastrophic and difficult-to-diagnose problems. Despite the extensive in-house testing, data races often escape to deployed software and manifest in…

Software Engineering · Computer Science 2024-12-20 Xudong Sun , Zhuo Chen , Jingyang Shi , Yiyu Zhang , Peng Di , Jianhua Zhao , Xuandong Li , Zhiqiang Zuo

With the rapid growth of IoT, secure and efficient mesh networking has become essential. Thread has emerged as a key protocol, widely used in smart-home and commercial systems, and serving as a core transport layer in the Matter standard.…

Cryptography and Security · Computer Science 2026-04-27 Ilja Siroš , Jakob Heirwegh , Dave Singelée , Bart Preneel

Greybox fuzzing is a lightweight testing approach that effectively detects bugs and security vulnerabilities. However, greybox fuzzers randomly mutate program inputs to exercise new paths; this makes it challenging to cover code that is…

Cryptography and Security · Computer Science 2018-07-23 Valentin Wüstholz , Maria Christakis

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

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…

Software Engineering · Computer Science 2024-02-06 Peng Di , Bingchang Liu , Yiyi Gao

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…

Software Engineering · Computer Science 2023-06-19 Haoyang Ma

The emerging data-intensive applications are increasingly dependent on data-intensive scalable computing (DISC) systems, such as Apache Spark, to process large data. Despite their popularity, DISC applications are hard to test. In recent…

Software Engineering · Computer Science 2021-03-10 Qian Zhang , Jiyuan Wang , Muhammad Ali Gulzar , Rohan Padhye , Miryung Kim

Fuzz Testing is a largely automated testing technique that provides random and unexpected input to a program in attempt to trigger failure conditions. Much of the research conducted thus far into Fuzz Testing has focused on developing…

Software Engineering · Computer Science 2019-07-30 Matthew Kelly , Christoph Treude , Alex Murray

Network congestion has become a critical issue for resource constrained Wireless Sensor Networks (WSNs), especially for Wireless Multimedia Sensor Networks (WMSNs)where large volume of multimedia data is transmitted through the network. If…

Networking and Internet Architecture · Computer Science 2016-11-18 Arpita Chakraborty , Srinjoy Ganguly , Mrinal Kanti Naskar , Anupam Karmakar

Testing is essential to modern software engineering for building reliable software. Given the high costs of manually creating test cases, automated test case generation, particularly methods utilizing large language models, has become…

Software Engineering · Computer Science 2025-06-30 Yifeng He , Jicheng Wang , Yuyang Rong , Hao Chen

Hybrid testing approaches that involve fuzz testing and symbolic execution have shown promising results in achieving high code coverage, uncovering subtle errors and vulnerabilities in a variety of software applications. In this paper we…

Software Engineering · Computer Science 2018-06-11 Yannic Noller , Rody Kersten , Corina S. Păsăreanu

Machine learning models are notoriously difficult to interpret and debug. This is particularly true of neural networks. In this work, we introduce automated software testing techniques for neural networks that are well-suited to discovering…

Machine Learning · Statistics 2018-07-31 Augustus Odena , Ian Goodfellow

Underwater gliders are increasingly deployed in challenging missions - such as hurricane-season observations and long-endurance environmental monitoring - where strong currents and turbulence pose significant risks to navigation safety. To…

Systems and Control · Electrical Eng. & Systems 2025-12-25 Hanzhi Yang , Nina Mahmoudian

In recent years, REST API fuzzing has emerged to explore errors on a cloud service. Its performance highly depends on the sequence construction and request generation. However, existing REST API fuzzers have trouble generating long…

Cryptography and Security · Computer Science 2023-03-07 Chenyang Lyu , Jiacheng Xu , Shouling Ji , Xuhong Zhang , Qinying Wang , Binbin Zhao , Gaoning Pan , Wei Cao , Raheem Beyah

Fuzz testing proved its great effectiveness in finding software bugs in the latest years, however, there are still open challenges. Coverage-guided fuzzers suffer from the fact that covering a program point does not ensure the trigger of a…

Software Engineering · Computer Science 2020-12-22 Andrea Fioraldi

In a data matrix, we may distinguish between cases, each represented by a row vector for a statistical unit, and cells, which correspond to single entries of the data matrix. Recent developments in Robust Statistics have introduced the…