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As the Ethereum platform continues to mature and gain widespread usage, it is crucial to maintain high standards of smart contract writing practices. While bad practices in smart contracts may not directly lead to security issues, they do…

计算与语言 · 计算机科学 2026-02-03 Zongwei Li , Xiaoqi Li , Wenkai Li , Xin Wang

Smart contract vulnerabilities have led to billions in losses, yet finding actionable exploits remains challenging. Traditional fuzzers rely on rigid heuristics and struggle with complex attacks, while human auditors are thorough but slow…

密码学与安全 · 计算机科学 2026-01-13 Arthur Gervais , Liyi Zhou

As the Ethereum platform continues to mature and gain widespread usage, it is crucial to maintain high standards of smart contract writing practices. While bad practices in smart contracts may not directly lead to security issues, they…

密码学与安全 · 计算机科学 2026-02-03 Xiaoqi Li , Zongwei Li , Wenkai Li , Yuqing Zhang , Xin Wang

Security vulnerabilities play a vital role in network security system. Fuzzing technology is widely used as a vulnerability discovery technology to reduce damage in advance. However, traditional fuzzing techniques have many challenges, such…

密码学与安全 · 计算机科学 2020-08-20 Yan Wang , Peng Jia , Luping Liu , Jiayong Liu

Software vulnerabilities pose critical security threats, with nearly 50,000 CVEs reported in 2025. While Large Language Models (LLMs) show promise for automated vulnerability detection, three key challenges remain. First, LLM-generated…

密码学与安全 · 计算机科学 2026-05-22 Ze Sheng , Zhicheng Chen , Qingxiao Xu , Kewen Zhu , Jeff Huang

We introduce a modular prompting framework that supports safer and more adaptive use of large language models (LLMs) across dynamic, user-centered tasks. Grounded in human learning theory, particularly the Zone of Proximal Development…

人工智能 · 计算机科学 2025-08-12 Vanessa Figueiredo

Jailbreaking large-language models (LLMs) involves testing their robustness against adversarial prompts and evaluating their ability to withstand prompt attacks that could elicit unauthorized or malicious responses. In this paper, we…

密码学与安全 · 计算机科学 2025-06-06 Aman Goel , Xian Carrie Wu , Zhe Wang , Dmitriy Bespalov , Yanjun Qi

Large Language Models (LLMs) are increasingly deployed across diverse domains, yet their vulnerability to jailbreak attacks, where adversarial inputs bypass safety mechanisms to elicit harmful outputs, poses significant security risks.…

密码学与安全 · 计算机科学 2026-04-15 Qingchao Shen , Zibo Xiao , Lili Huang , Enwei Hu , Yongqiang Tian , Junjie Chen

The widespread application of large language models (LLMs) underscores the importance of deep learning (DL) technologies that rely on foundational DL libraries such as PyTorch and TensorFlow. Despite their robust features, these libraries…

软件工程 · 计算机科学 2024-12-12 Zhiyuan Li , Jingzheng Wu , Xiang Ling , Tianyue Luo , Zhiqing Rui , Yanjun Wu

Modern software often accepts inputs with highly complex grammars. Recent advances in large language models (LLMs) have shown that they can be used to synthesize high-quality natural language text and code that conforms to the grammar of a…

软件工程 · 计算机科学 2025-02-03 Kunpeng Zhang , Zongjie Li , Daoyuan Wu , Shuai Wang , Xin Xia

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,…

软件工程 · 计算机科学 2026-05-06 Ruijie Meng , Gregory J. Duck , Abhik Roychoudhury

Fuzzing is a commonly used technique designed to test software by automatically crafting program inputs. Currently, the most successful fuzzing algorithms emphasize simple, low-overhead strategies with the ability to efficiently monitor…

软件工程 · 计算机科学 2018-07-20 William Drozd , Michael D. Wagner

Smart contracts have emerged as key components within decentralized environments, enabling the automation of transactions through self-executing programs. While these innovations offer significant advantages, they also present potential…

密码学与安全 · 计算机科学 2025-11-17 Biagio Boi , Christian Esposito

Bounded model checking (BMC) and fuzzing techniques are among the most effective methods for detecting errors and security vulnerabilities in software. However, there are still shortcomings in detecting these errors due to the inability of…

软件工程 · 计算机科学 2024-04-19 Kaled M. Alshmrany , Mohannad Aldughaim , Ahmed Bhayat , Lucas C. Cordeiro

Fuzzing has emerged as a powerful technique for finding security bugs in complicated real-world applications. American fuzzy lop (AFL), a leading fuzzing tool, has demonstrated its powerful bug finding ability through a vast number of…

密码学与安全 · 计算机科学 2023-07-06 Tai D. Nguyen , Long H. Pham , Jun Sun

In mutation-based greybox fuzzing, generating high-quality input seeds for the initial corpus is essential for effective fuzzing. Rather than conducting separate phases for generating a large corpus and subsequently minimizing it, we…

软件工程 · 计算机科学 2025-12-29 Hridya Dhulipala , Xiaokai Rong , Aashish Yadavally , Tien N. Nguyen

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…

密码学与安全 · 计算机科学 2025-11-18 Gideon Geier , Pariya Hajipour , Jan Reineke

The introduction of large language models (LLMs) like ChatGPT and Google Palm2 for smart contract generation seems to be the first well-established instance of an AI pair programmer. LLMs have access to a large number of open-source smart…

软件工程 · 计算机科学 2023-08-22 Rabimba Karanjai , Edward Li , Lei Xu , Weidong Shi

Recent advancements in automatic code generation using large language models (LLMs) have brought us closer to fully automated secure software development. However, existing approaches often rely on a single agent for code generation, which…

软件工程 · 计算机科学 2024-11-06 Ana Nunez , Nafis Tanveer Islam , Sumit Kumar Jha , Peyman Najafirad

BusyBox, an open-source software bundling over 300 essential Linux commands into a single executable, is ubiquitous in Linux-based embedded devices. Vulnerabilities in BusyBox can have far-reaching consequences, affecting a wide array of…

软件工程 · 计算机科学 2025-03-26 Asmita , Yaroslav Oliinyk , Michael Scott , Ryan Tsang , Chongzhou Fang , Houman Homayoun