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Smart contracts operate in a highly adversarial environment, where vulnerabilities can lead to substantial financial losses. Thus, smart contracts are subject to security audits. In auditing, proof-of-concept (PoC) exploits play a critical…

Cryptography and Security · Computer Science 2026-05-27 Vivi Andersson , Sofia Bobadilla , Harald Hobbelhagen , Martin Monperrus

While recent LLM-based agents can identify many candidate bugs in source code, their reports remain static hypotheses that require manual validation, limiting the practicality of automated bug detection. We frame this challenge as a test…

Software Engineering · Computer Science 2026-04-15 Zijie Zhao , Chenyuan Yang , Weidong Wang , Yihan Yang , Ziqi Zhang , Lingming Zhang

Smart contracts are a critical component of blockchain systems. Due to the large amount of digital assets carried by smart contracts, their security is of critical importance. Although numerous tools have been developed for detecting smart…

Software Engineering · Computer Science 2026-04-21 Jingwen Zhang , Yuhong Nan , Kaiwen Ning , Mingxi Ye , Wei Li , Yuming Xiao , Yuming Feng , Weizhe Zhang , Zibin Zheng

Smart contracts, as a key component of blockchain technology, play a crucial role in ensuring the automation of transactions and adherence to protocol rules. However, smart contracts are susceptible to security vulnerabilities, which, if…

Cryptography and Security · Computer Science 2024-02-20 Yuying Du , Xueyan Tang

We introduce SmartEval, a benchmark for systematically evaluating the quality of Solidity smart contracts generated by large language models (LLMs) from natural language specifications. SmartEval provides a corpus of 9,000 generated…

Multiagent Systems · Computer Science 2026-05-12 Abhinav Goel , Agostino Capponi , Alfio Gliozzo , Chaitya Shah

Smart contract vulnerabilities in Decentralized Finance caused over billions of dollars losses every year, yet the security community faces a critical bottleneck: identifying a vulnerability is not the same as proving it is exploitable.…

Cryptography and Security · Computer Science 2026-05-05 Ruichao Liang , Jing Chen , Xianglong Li , Huangpeng Gu , Yebo Feng , Yue Xue , Cong Wu , Yang Liu

Large Language Models (LLMs) have shown great promise in code analysis and auditing; however, they still struggle with hallucinations and limited context-aware reasoning. We introduce SmartAuditFlow, a novel Plan-Execute framework that…

Cryptography and Security · Computer Science 2025-05-23 Zhiyuan Wei , Jing Sun , Zijian Zhang , Zhe Hou , Zixiao Zhao

Smart contracts are important for digital finance, yet they are hard to patch once deployed. Prior work has mainly explored LLMs for smart contract vulnerability detection, leaving end-to-end automated exploit generation (AEG) much less…

Cryptography and Security · Computer Science 2026-04-22 ZeKe Xiao , Qin Wang , Yuekang Li , Shiping Chen

Smart contracts automate the management of high-value assets, where vulnerabilities can lead to catastrophic financial losses. This challenge is amplified in Large Language Models (LLMs) by two interconnected failures: they operate as…

Cryptography and Security · Computer Science 2025-10-14 Lei Yu , Jingyuan Zhang , Xin Wang , Jiajia Ma , Li Yang , Fengjun Zhang

Smart contracts are prone to various vulnerabilities, leading to substantial financial losses over time. Current analysis tools mainly target vulnerabilities with fixed control or data-flow patterns, such as re-entrancy and integer…

Cryptography and Security · Computer Science 2024-05-07 Yuqiang Sun , Daoyuan Wu , Yue Xue , Han Liu , Haijun Wang , Zhengzi Xu , Xiaofei Xie , Yang Liu

Smart contracts are essential to decentralized finance (DeFi) and blockchain ecosystems but are increasingly vulnerable to exploits due to coding errors and complex attack vectors. Traditional static analysis tools and existing…

Cryptography and Security · Computer Science 2025-02-20 Jun Kevin , Pujianto Yugopuspito

While recent approaches leverage large language models (LLMs) and multi-agent pipelines to automatically generate proof-of-concept (PoC) exploits from vulnerability reports, existing systems often suffer from two fundamental limitations:…

Cryptography and Security · Computer Science 2026-04-10 Phan The Duy , Khoa Ngo-Khanh , Nguyen Huu Quyen , Van-Hau Pham

The irreversible nature of blockchain transactions makes the identification of smart contract vulnerabilities an essential requirement for secure system development. While Large Language Models (LLMs) are increasingly integrated into…

Cryptography and Security · Computer Science 2026-05-13 Stefan-Claudiu Susan , Andrei Arusoaie , Dorel Lucanu

Business logic vulnerabilities have become one of the most damaging yet least understood classes of smart contract vulnerabilities. Unlike traditional bugs such as reentrancy or arithmetic errors, these vulnerabilities arise from missing or…

Cryptography and Security · Computer Science 2026-02-04 Jiaqi Gao , Zijian Zhang , Yuqiang Sun , Ye Liu , Chengwei Liu , Han Liu , Yi Li , Yang Liu

Recently Large Language Models (LLMs) have been used in security-related tasks, including generating proof-of-concept (PoC) exploits. Several LLM-assisted approaches have been proposed; they typically generate PoCs from vulnerability…

Software Engineering · Computer Science 2026-05-14 Derin Gezgin , Amartya Das , Shinhae Kim , Zhengdong Huang , Nevena Stojkovic , Claire Wang

Smart contracts are software programs that enable diverse business activities on the blockchain. Recent research has identified new classes of "machine un-auditable" bugs that arise from both transactional contexts and source code. Existing…

Software Engineering · Computer Science 2024-11-15 Sally Junsong Wang , Kexin Pei , Junfeng Yang

Smart contracts are pieces of code that reside inside the blockchains and can be triggered to execute any transaction when specifically predefined conditions are satisfied. Being commonly used for commercial transactions in blockchain makes…

Cryptography and Security · Computer Science 2023-06-13 Yilin Wang , Xiangping Chen , Yuan Huang , Hao-Nan Zhu , Jing Bian , Zibin Zheng

Recent advances in Large Language Models (LLMs) have brought remarkable progress in code understanding and reasoning, creating new opportunities and raising new concerns for software security. Among many downstream tasks, generating…

Software Engineering · Computer Science 2025-10-14 Mengyao Zhao , Kaixuan Li , Lyuye Zhang , Wenjing Dang , Chenggong Ding , Sen Chen , Zheli Liu

Security vulnerabilities in software packages are a significant concern for developers and users alike. Patching these vulnerabilities in a timely manner is crucial to restoring the integrity and security of software systems. However,…

Cryptography and Security · Computer Science 2025-09-30 Deniz Simsek , Aryaz Eghbali , Michael Pradel

We investigate the feasibility of employing large language models (LLMs) for conducting the security audit of smart contracts, a traditionally time-consuming and costly process. Our research focuses on the optimization of prompt engineering…

Cryptography and Security · Computer Science 2023-06-23 Isaac David , Liyi Zhou , Kaihua Qin , Dawn Song , Lorenzo Cavallaro , Arthur Gervais
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