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相关论文: Reentrancy Detection in the Age of LLMs

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Smart contracts are programs deployed on a blockchain and are immutable once deployed. Reentrancy, one of the most important vulnerabilities in smart contracts, has caused millions of dollars in financial loss. Many reentrancy detection…

软件工程 · 计算机科学 2023-03-27 Zibin Zheng , Neng Zhang , Jianzhong Su , Zhijie Zhong , Mingxi Ye , Jiachi Chen

Reentrancy vulnerability as one of the most notorious vulnerabilities, has been a prominent topic in smart contract security research. Research shows that existing vulnerability detection presents a range of challenges, especially as smart…

软件工程 · 计算机科学 2024-03-19 Zexu Wang , Jiachi Chen , Yanlin Wang , Yu Zhang , Weizhe Zhang , Zibin Zheng

Large Language Models (LLMs) are being used more and more for various coding tasks, including to help coders identify bugs and are a promising avenue to support coders in various tasks including vulnerability detection -- particularly given…

软件工程 · 计算机科学 2025-05-27 Ignacio Mariano Andreozzi Pofcher , Joshua Ellul

Ethereum Smart contracts use blockchain to transfer values among peers on networks without central agency. These programs are deployed on decentralized applications running on top of the blockchain consensus protocol to enable people to…

密码学与安全 · 计算机科学 2021-05-10 Noama Fatima Samreen , Manar H. Alalfi

Smart contracts are central to a myriad of critical blockchain applications, from financial transactions to supply chain management. However, their adoption is hindered by security vulnerabilities that can result in significant financial…

密码学与安全 · 计算机科学 2025-09-30 Dalila Ressi , Alvise Spanò , Lorenzo Benetollo , Carla Piazza , Michele Bugliesi , Sabina Rossi

Reentrancy is one of the most notorious vulnerabilities in smart contracts, resulting in significant digital asset losses. However, many previous works indicate that current Reentrancy detection tools suffer from high false positive rates.…

密码学与安全 · 计算机科学 2024-02-16 Zexu Wang , Jiachi Chen , Zibin Zheng , Peilin Zheng , Yu Zhang , Weizhe Zhang

Turing completeness has made Ethereum smart contracts attractive to blockchain developers and attackers alike. To increase code security, many tools can now spot most known vulnerabilities$-$at the cost of production efficiency. Recent…

密码学与安全 · 计算机科学 2024-10-23 Tommaso Oss , Carlos E. Budde

Smart contract vulnerabilities caused significant economic losses in blockchain applications. Large Language Models (LLMs) provide new possibilities for addressing this time-consuming task. However, state-of-the-art LLM-based detection…

密码学与安全 · 计算机科学 2025-01-14 ZeKe Xiao , Qin Wang , Hammond Pearce , Shiping Chen

Ethereum smart contracts are programs that are deployed and executed in a consensus-based blockchain managed by a peer-to-peer network. Several re-entrancy attacks that aim to steal Ether, the cryptocurrency used in Ethereum, stored in…

密码学与安全 · 计算机科学 2020-09-15 Yuichiro Chinen , Naoto Yanai , Jason Paul Cruz , Shingo Okamura

Smart contracts play a central role in blockchain systems by encoding financial and operational logic. Still, their susceptibility to subtle security flaws poses significant risks of financial loss and erosion of trust. LLMs create new…

Context: Smart contract vulnerabilities pose significant security risks for the Ethereum ecosystem, driving the development of automated tools for detection and mitigation. Smart contracts are written in Solidity, a programming language…

软件工程 · 计算机科学 2025-04-09 Gerardo Iuliano , Davide Corradini , Michele Pasqua , Mariano Ceccato , Dario Di Nucci

In this work we propose Dynamit, a monitoring framework to detect reentrancy vulnerabilities in Ethereum smart contracts. The novelty of our framework is that it relies only on transaction metadata and balance data from the blockchain…

密码学与安全 · 计算机科学 2021-02-16 Mojtaba Eshghie , Cyrille Artho , Dilian Gurov

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…

密码学与安全 · 计算机科学 2026-05-13 Stefan-Claudiu Susan , Andrei Arusoaie , Dorel Lucanu

Smart contracts are self-executing programs on blockchain platforms like Ethereum, which have revolutionized decentralized finance by enabling trustless transactions and the operation of decentralized applications. Despite their potential,…

软件工程 · 计算机科学 2026-03-25 Gerardo Iuliano , Dario Di Nucci

Reentrancy, a notorious vulnerability in smart contracts, has led to millions of dollars in financial loss. However, current smart contract vulnerability detection tools suffer from a high false positive rate in identifying contracts with…

密码学与安全 · 计算机科学 2024-03-29 Shuo Yang , Jiachi Chen , Mingyuan Huang , Zibin Zheng , Yuan Huang

Recent years have seen an explosion of activity in Generative AI, specifically Large Language Models (LLMs), revolutionising applications across various fields. Smart contract vulnerability detection is no exception; as smart contracts…

密码学与安全 · 计算机科学 2025-04-08 Peter Ince , Jiangshan Yu , Joseph K. Liu , Xiaoning Du

The large-scale deployment of Solidity smart contracts on the Ethereum mainnet has increasingly attracted financially-motivated attackers in recent years. A few now-infamous attacks in Ethereum's history includes DAO attack in 2016 (50…

密码学与安全 · 计算机科学 2024-10-29 Md Tauseef Alam , Raju Halder , Abyayananda Maiti

Large language models (LLMs) demonstrate remarkable capabilities in natural language understanding and generation. Despite being trained on large-scale, high-quality data, LLMs still fail to outperform traditional static analysis tools in…

密码学与安全 · 计算机科学 2026-01-13 Ying Zhou , Jiacheng Wei , Yu Qi , Faguo Wu , Xiao Zhang

Reentrancy is a well-known source of smart contract bugs on Ethereum, leading e.g. to double-spending vulnerabilities in DeFi applications. But less is known about this problem in other blockchains, which can have significantly different…

密码学与安全 · 计算机科学 2025-06-09 Roman Kashitsyn , Robin Künzler , Ognjen Marić , Lara Schmid

The rapid adoption of blockchain technology highlighted the importance of ensuring the security of smart contracts due to their critical role in automated business logic execution on blockchain platforms. This paper provides an empirical…

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