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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…

Software Engineering · Computer Science 2026-02-13 Ziyi Yang , Kalit Inani , Keshav Kabra , Vima Gupta , Anand Padmanabha Iyer

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…

Software Engineering · Computer Science 2019-05-07 Xiaogang Zhu , Xiaotao Feng , Tengyun Jiao , Sheng Wen , Yang Xiang , Seyit Camtepe , Jingling Xue

Coverage-guided Greybox Fuzzing (CGF) is one of the most successful and widely-used techniques for bug hunting. Two major approaches are adopted to optimize CGF: (i) to reduce search space of inputs by inferring relationships between input…

Cryptography and Security · Computer Science 2022-01-13 Kunpeng Zhang , Xi Xiao , Xiaogang Zhu , Ruoxi Sun , Minhui Xue , Sheng Wen

Smart contracts are Turing-complete programs that execute on the infrastructure of the blockchain, which often manage valuable digital assets. Solidity is one of the most popular programming languages for writing smart contracts on the…

Software Engineering · Computer Science 2020-04-21 Tai D. Nguyen , Long H. Pham , Jun Sun , Yun Lin , Quang Tran Minh

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

Information leakage is a class of error that can lead to severe consequences. However unlike other errors, it is rarely explicitly considered during the software testing process. LeakFuzzer advances the state of the art by using a…

Software Engineering · Computer Science 2025-01-27 Daniel Blackwell , Ingolf Becker , David Clark

There is no doubt that we need to keep our eyes on the sky as satellite networks aim to address the demands of 6G and beyond communications systems. On the other hand, the existence of millions of space debris pieces, large or small, poses…

Signal Processing · Electrical Eng. & Systems 2023-06-16 Gizem Sümen , Güneş Karabulut Kurt , Ali Görçin

This paper considers the problem of binary distributed detection of a known signal in correlated Gaussian sensing noise in a wireless sensor network, where the sensors are restricted to use likelihood ratio test (LRT), and communicate with…

Information Theory · Computer Science 2016-01-20 Nahal Maleki , Azadeh Vosoughi , Nazanin Rahnavard

Directed greybox fuzzing (DGF) can quickly discover or reproduce bugs in programs by seeking to reach a program location or explore some locations in order. However, due to their static stage division and coarse-grained energy scheduling,…

Cryptography and Security · Computer Science 2022-07-01 Hongliang Liang , Xianglin Cheng , Jie Liu , Jin Li

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…

Cryptography and Security · Computer Science 2025-09-23 Alessio Izzillo , Riccardo Lazzeretti , Emilio Coppa

Deep learning (DL) libraries, widely used in AI applications, often contain vulnerabilities like buffer overflows and use-after-free errors. Traditional fuzzing struggles with the complexity and API diversity of DL libraries such as…

Software Engineering · Computer Science 2025-01-09 Kunpeng Zhang , Shuai Wang , Jitao Han , Xiaogang Zhu , Xian Li , Shaohua Wang , Sheng Wen

Fuzz testing to find semantic control vulnerabilities is an essential activity to evaluate the robustness of autonomous driving (AD) software. Whilst there is a preponderance of disparate fuzzing tools that target different parts of the…

Cryptography and Security · Computer Science 2025-04-16 Andrew Roberts , Lorenz Teply , Mert D. Pese , Olaf Maennel , Mohammad Hamad , Sebastian Steinhorst

Due to the heavy reliance of millimeter-wave (mmWave) wireless systems on directional links, beamforming (BF) with high-dimensional arrays is essential for cellular systems in these frequencies. How to perform the array processing in a…

Information Theory · Computer Science 2019-01-28 Sourjya Dutta , C. Nicolas Barati , Aditya Dhananjay , David A. Ramirez , James F. Buckwalter , Sundeep Rangan

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

Fuzzing has become one of the most effective bug finding approach for software. In recent years, 24*7 continuous fuzzing platforms have emerged to test critical pieces of software, e.g., Linux kernel. Though capable of discovering many bugs…

Cryptography and Security · Computer Science 2021-11-12 Xiaochen Zou , Guoren Li , Weiteng Chen , Hang Zhang , Zhiyun Qian

Billions of dollars are transacted through smart contracts, making vulnerabilities a major financial risk. One focus in the security arms race is on profitable vulnerabilities that attackers can exploit. Fuzzing is a key method for…

Cryptography and Security · Computer Science 2025-02-13 Ziqiao Kong , Cen Zhang , Maoyi Xie , Ming Hu , Yue Xue , Ye Liu , Haijun Wang , Yang Liu

Smart contracts are increasingly being used to manage large numbers of high-value cryptocurrency accounts. There is a strong demand for automated, efficient, and comprehensive methods to detect security vulnerabilities in a given contract.…

Cryptography and Security · Computer Science 2023-04-14 Michael Rodler , David Paaßen , Wenting Li , Lukas Bernhard , Thorsten Holz , Ghassan Karame , Lucas Davi

This paper presents an experimental study on radio frequency (RF) fingerprinting of Bluetooth Classic devices. Our research aims to provide a practical evaluation of the possibilities for RF fingerprinting of everyday Bluetooth connected…

Signal Processing · Electrical Eng. & Systems 2024-02-12 Artis Rušiņš , Krišjānis Nesenbergs , Deniss Tiščenko , Pēteris Paikens

Large Language Models (LLMs) increasingly exhibit over-refusal - erroneously rejecting benign queries due to overly conservative safety measures - a critical functional flaw that undermines their reliability and usability. Current methods…

Software Engineering · Computer Science 2026-05-05 Haonan Zhang , Dongxia Wang , Yi Liu , Kexin Chen , Jiashui Wang , Xinlei Ying , Long Liu , Wenhai Wang

Developers utilize third-party libraries to improve productivity, which also introduces potential security risks. Existing approaches generate tests for public functions to trigger library vulnerabilities from client programs, yet they…

Cryptography and Security · Computer Science 2026-04-07 Yukai Zhao , Menghan Wu , Xing Hu , Shaohua Wang , Meng Luo , Xin Xia
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