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Fuzz testing is a crucial component of software security assessment, yet its effectiveness heavily relies on valid fuzz drivers and diverse seed inputs. Recent advancements in Large Language Models (LLMs) offer transformative potential for…

Software Engineering · Computer Science 2025-03-04 Yiran Cheng , Hong Jin Kang , Lwin Khin Shar , Chaopeng Dong , Zhiqiang Shi , Shichao Lv , Limin Sun

As processor designs grow more complex, verification remains bottlenecked by slow software simulation and low-quality random test stimuli. Recent research has applied software fuzzers to hardware verification, but these rely on semantically…

Hardware Architecture · Computer Science 2026-03-05 Juncheng Huo , Yunfan Gao , Xinxin Liu , Sa Wang , Yungang Bao , Xitong Gao , Kan Shi

MLIR (Multi-Level Intermediate Representation) has rapidly become a foundational technology for modern compiler frameworks, enabling extensibility across diverse domains. However, ensuring the correctness and robustness of MLIR itself…

Software Engineering · Computer Science 2025-10-10 Zeyu Sun , Jingjing Liang , Weiyi Wang , Chenyao Suo , Junjie Chen , Fanjiang Xu

Bugs in compilers, which are critical infrastructure today, can have outsized negative impacts. Mutational fuzzers aid compiler bug detection by systematically mutating compiler inputs, i.e., programs. Their effectiveness depends on the…

Software Engineering · Computer Science 2025-10-10 Lingjun Liu , Feiran Qin , Owolabi Legunsen , Marcelo d'Amorim

High-level synthesis (HLS) is a widely used tool in designing Field Programmable Gate Array (FPGA). HLS enables FPGA design with software programming languages by compiling the source code into an FPGA circuit. The source code includes a…

Machine Learning · Computer Science 2025-03-17 Weikai Li , Ding Wang , Zijian Ding , Atefeh Sohrabizadeh , Zongyue Qin , Jason Cong , Yizhou Sun

Deep learning (DL) frameworks serve as the backbone for a wide range of artificial intelligence applications. However, bugs within DL frameworks can cascade into critical issues in higher-level applications, jeopardizing reliability and…

Software Engineering · Computer Science 2025-10-20 Shiwen Ou , Yuwei Li , Lu Yu , Chengkun Wei , Tingke Wen , Qiangpu Chen , Yu Chen , Haizhi Tang , Zulie Pan

Background: Compilers are fundamental to software development, translating high-level source code into executable software systems. Faults in compilers can have severe consequences and thus effective localization and resolution of compiler…

Software Engineering · Computer Science 2025-12-19 Yibiao Yang , Qingyang Li , Maolin Sun , Jiangchang Wu , Yuming Zhou

Efficient constructions for quantum logic are essential since quantum computation is experimentally challenging. This thesis develops quantum logic synthesis as a paradigm for reducing the resource overhead in fault-tolerant quantum…

Quantum Physics · Physics 2013-10-29 N. Cody Jones

Smart contracts are susceptible to critical vulnerabilities. Hybrid dynamic analyses, such as concolic execution assisted fuzzing and foundation model assisted fuzzing, have emerged as highly effective testing techniques for smart contract…

Software Engineering · Computer Science 2024-09-10 Sally Junsong Wang , Jianan Yao , Kexin Pei , Hidedaki Takahashi , Junfeng Yang

Deep Learning (DL) library bugs affect downstream DL applications, emphasizing the need for reliable systems. Generating valid input programs for fuzzing DL libraries is challenging due to the need for satisfying both language…

Software Engineering · Computer Science 2023-04-05 Yinlin Deng , Chunqiu Steven Xia , Chenyuan Yang , Shizhuo Dylan Zhang , Shujing Yang , Lingming Zhang

Grey-box fuzz testing has revealed thousands of vulnerabilities in real-world software owing to its lightweight instrumentation, fast coverage feedback, and dynamic adjusting strategies. However, directly applying grey-box fuzzing to…

Software Engineering · Computer Science 2020-08-03 Hongxu Chen , Shengjian Guo , Yinxing Xue , Yulei Sui , Cen Zhang , Yuekang Li , Haijun Wang , Yang Liu

Fuzz testing has become a cornerstone technique for identifying software bugs and security vulnerabilities, with broad adoption in both industry and open-source communities. Directly fuzzing a function requires fuzz drivers, which translate…

Software Engineering · Computer Science 2025-10-03 Paschal C. Amusuo , Dongge Liu , Ricardo Andres Calvo Mendez , Jonathan Metzman , Oliver Chang , James C. Davis

In high-level synthesis (HLS), C/C++ programs with synthesis directives are used to generate circuits for FPGA implementations. However, hardware-specific and platform-dependent characteristics in these implementations can introduce…

Software Engineering · Computer Science 2025-07-28 Kangwei Xu , Bing Li , Grace Li Zhang , Ulf Schlichtmann

On-board embedded software developed for spaceflight systems (space software) must adhere to stringent software quality assurance procedures. For example, verification and validation activities are typically performed and assessed by third…

Software Engineering · Computer Science 2021-08-24 Oscar Cornejo , Fabrizio Pastore , Lionel Briand

Networked Programmable Logic Controllers (PLCs) are proprietary industrial devices utilized in critical infrastructure that execute control logic applications in complex proprietary runtime environments that provide standardized access to…

Mutation-based fuzzing typically uses an initial set of non-crashing seed inputs (a corpus) from which to generate new inputs by mutation. A corpus of potential seeds will often contain thousands of similar inputs. This lack of diversity…

Cryptography and Security · Computer Science 2020-09-22 Adrian Herrera , Hendra Gunadi , Liam Hayes , Shane Magrath , Felix Friedlander , Maggi Sebastian , Michael Norrish , Antony L. Hosking

Fuzzing has become a popular technique for automatically detecting vulnerabilities and bugs by generating unexpected inputs. In recent years, the fuzzing process has been integrated into continuous integration workflows (i.e., continuous…

Software Engineering · Computer Science 2026-02-06 Tatsuya Shirai , Olivier Nourry , Yutaro Kashiwa , Kenji Fujiwara , Hajimu Iida

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…

Cryptography and Security · Computer Science 2026-01-27 Ian Hardgrove , John D. Hastings

Programmable packet-processing devices such as programmable switches and network interface cards are becoming mainstream. These devices are configured in a domain-specific language such as P4, using a compiler to translate packet-processing…

Networking and Internet Architecture · Computer Science 2020-12-09 Fabian Ruffy , Tao Wang , Anirudh Sivaraman

Verification is a critical process for ensuring the correctness of modern processors. The increasing complexity of processor designs and the emergence of new instruction set architectures (ISAs) like RISC-V have created demands for more…

Hardware Architecture · Computer Science 2026-02-04 Yang Zhong , Haoran Wu , Xueqi Li , Sa Wang , David Boland , Yungang Bao , Kan Shi