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In recent years, coverage-based greybox fuzzing has proven itself to be one of the most effective techniques for finding security bugs in practice. Particularly, American Fuzzy Lop (AFL for short) is deemed to be a great success in fuzzing…

Cryptography and Security · Computer Science 2019-01-24 Junjie Wang , Bihuan Chen , Lei Wei , Yang Liu

The rapidly developing deep learning (DL) techniques have been applied in software systems with various application scenarios. However, they could also pose new safety threats with potentially serious consequences, especially in…

Software Engineering · Computer Science 2024-05-14 Pin Ji , Yang Feng , Duo Wu , Lingyue Yan , Pengling Chen , Jia Liu , Zhihong Zhao

Fuzzing is one of the most effective technique to identify potential software vulnerabilities. Most of the fuzzers aim to improve the code coverage, and there is lack of directedness (e.g., fuzz the specified path in a software). In this…

Cryptography and Security · Computer Science 2020-10-26 Xiaogang Zhu , Shigang Liu , Xian Li , Sheng Wen , Jun Zhang , Camtepe Seyit , Yang Xiang

Greybox fuzzing has achieved success in revealing bugs and vulnerabilities in programs. However, randomized mutation strategies have limited the fuzzer's performance on structured data. Specialized fuzzers can handle complex structured…

Cryptography and Security · Computer Science 2026-03-18 Hongxiang Zhang , Yuyang Rong , Yifeng He , Hao Chen

Greybox fuzzing is one of the most useful and effective techniques for the bug detection in large scale application programs. It uses minimal amount of instrumentation. American Fuzzy Lop (AFL) is a popular coverage based evolutionary…

Artificial Intelligence · Computer Science 2018-06-12 Ketan Patil , Aditya Kanade

GPUs play an increasingly important role in modern software. However, the heterogeneous host-device execution model and expanding software stacks make GPU programs prone to memory-safety and concurrency bugs that evade static analysis.…

Cryptography and Security · Computer Science 2026-03-16 Mohamed Tarek Ibn ziad , Christos Kozyrakis

Greybox fuzzing is one of the most popular methods for detecting software vulnerabilities, which conducts a biased random search within the program input space. To enhance its effectiveness in achieving deep coverage of program behaviors,…

Software Engineering · Computer Science 2026-05-06 Ruijie Meng , Gregory J. Duck , Abhik Roychoudhury

Edge Federation is a new computing paradigm that seamlessly interconnects the resources of multiple edge service providers. A key challenge in such systems is the deployment of latency-critical and AI based resource-intensive applications…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-08-17 Shreshth Tuli , Giuliano Casale , Nicholas R. Jennings

Seed scheduling, the order in which seeds are selected, can greatly affect the performance of a fuzzer. Existing approaches schedule seeds based on their historical mutation data, but ignore the structure of the underlying Control Flow…

Cryptography and Security · Computer Science 2022-03-25 Dongdong She , Abhishek Shah , Suman Jana

In recent years, there has been a notable surge in attention towards hardware security, driven by the increasing complexity and integration of processors, SoCs, and third-party IPs aimed at delivering advanced solutions. However, this…

Cryptography and Security · Computer Science 2024-03-20 Raghul Saravanan , Sai Manoj Pudukotai Dinakarrao

Fuzz testing has been used to find bugs in programs since the 1990s, but despite decades of dedicated research, there is still no consensus on which fuzzing techniques work best. One reason for this is the paucity of ground truth: bugs in…

Cryptography and Security · Computer Science 2022-08-24 Joshua Bundt , Andrew Fasano , Brendan Dolan-Gavitt , William Robertson , Tim Leek

With its unique advantages such as decentralization and immutability, blockchain technology has been widely used in various fields in recent years. The smart contract running on the blockchain is also playing an increasingly important role…

Cryptography and Security · Computer Science 2021-06-22 Mengjie Ding , Peiru Li , Shanshan Li , He Zhang

Vulnerabilities in open-source operating systems (OSs) pose substantial security risks to software systems, making their detection crucial. While fuzzing has been an effective vulnerability detection technique in various domains, OS fuzzing…

Operating Systems · Computer Science 2026-01-21 Kun Hu , Qicai Chen , Wenzhuo Zhang , Zilong Lu , Bihuan Chen , You Lu , Haowen Jiang , Bingkun Sun , Xin Peng , Wenyun Zhao

Hardware-software leakage contracts have emerged as a formalism for specifying side-channel security guarantees of modern processors, yet verifying that a complex hardware design complies with its contract remains a major challenge. While…

Cryptography and Security · Computer Science 2025-11-18 Gideon Geier , Pariya Hajipour , Jan Reineke

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

Fault detection methods have their pros and cons. Thus, it is possible that some methods can complement each other and offer consequently better diagnostic systems. The integration of various characteristics is a way to develop "hybrid"…

Systems and Control · Computer Science 2012-03-27 Imtiez fliss , Moncef Tagina

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…

Software Engineering · Computer Science 2025-09-03 Omur Sahin , Man Zhang , Andrea Arcuri

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

Generation-based fuzzing produces appropriate test cases according to specifications of input grammars and semantic constraints to test systems and software. However, these specifications require significant manual effort to construct. This…

Cryptography and Security · Computer Science 2025-08-13 Chuyang Chen , Brendan Dolan-Gavitt , Zhiqiang Lin

Open-source development has revolutionized the software industry by promoting collaboration, transparency, and community-driven innovation. Today, a vast amount of various kinds of open-source software, which form networks of repositories,…

Software Engineering · Computer Science 2024-03-12 Yen-Trang Dang , Thanh-Le Cong , Phuc-Thanh Nguyen , Anh M. T. Bui , Phuong T. Nguyen , Bach Le , Quyet-Thang Huynh