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Smart contracts are programs that execute transactions involving independent parties and cryptocurrencies. As programs, smart contracts are susceptible to a wide range of errors and vulnerabilities. Such vulnerabilities can result in…

Cryptography and Security · Computer Science 2023-07-03 Sundas Munir , Walid Taha

With the increasing adoption of smart contracts, ensuring their security has become a critical concern. Numerous vulnerabilities and attacks have been identified and exploited, resulting in significant financial losses. In response,…

Cryptography and Security · Computer Science 2024-08-13 Zhiyuan Wei , Jing Sun , Zijian Zhang , Xianhao Zhang , Xiaoxuan Yang , Liehuang Zhu

With the frantic development of smart contracts on the Ethereum platform, its market value has also climbed. In 2016, people were shocked by the loss of nearly $50 million in cryptocurrencies from the DAO reentrancy attack. Due to the…

Software Engineering · Computer Science 2019-05-03 Xiaotao Feng , Qin Wang , Xiaogang Zhu , Sheng Wen

To alleviate difficulties in writing smart contracts for distributed blockchain applications, as other research, we propose transformation of Business Process Model and Notation (BPMN) models into blockchain smart contracts. Unlike other…

Software Engineering · Computer Science 2025-06-02 Christian Gang Liu

The immutable and trustable characteristics of blockchain enable smart contracts to be applied in various fields. Unfortunately, smart contracts are subject to various vulnerabilities, which are frequently exploited by attackers, causing…

Cryptography and Security · Computer Science 2023-06-08 Haiyang Liu , Yuqi Fan , Lin Feng , Zhenchun Wei

This paper presents LLMBugScanner, a large language model (LLM) based framework for smart contract vulnerability detection using fine-tuning and ensemble learning. Smart contract auditing presents several challenges for LLMs: different…

Cryptography and Security · Computer Science 2025-12-03 Yining Yuan , Yifei Wang , Yichang Xu , Zachary Yahn , Sihao Hu , Ling Liu

In recent years, Ethereum gained tremendously in popularity, growing from a daily transaction average of 10K in January 2016 to an average of 500K in January 2020. Similarly, smart contracts began to carry more value, making them appealing…

Cryptography and Security · Computer Science 2021-01-18 Christof Ferreira Torres , Antonio Ken Iannillo , Arthur Gervais , Radu State

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 contract transactions are increasingly interleaved by cross-contract calls. While many tools have been developed to identify a common set of vulnerabilities, the cross-contract vulnerability is overlooked by existing tools.…

Cryptography and Security · Computer Science 2022-07-01 Yinxing Xue , Jiaming Ye , Wei Zhang , Jun Sun , Lei Ma , Haijun Wang , Jianjun Zhao

The blockchain constitutes a technology-based, rather than social or regulation based, means to lower uncertainty about one another in order to exchange value. However, its use may very well also lead to increased complexity resulting from…

Computers and Society · Computer Science 2018-01-09 Henry Kim , Marek Laskowski

Smart contracts are self-executing programs that run on blockchains (e.g., Ethereum). 680 million US dollars worth of digital assets controlled by smart contracts have been hacked or stolen due to various security vulnerabilities in 2021.…

Cryptography and Security · Computer Science 2022-04-26 Tanusree Sharma , Zhixuan Zhou , Andrew Miller , Yang Wang

Smart contracts on Ethereum handle millions of U.S. Dollars and other financial assets. In the past, attackers have exploited smart contracts to steal these assets. The Ethereum community has developed plenty of tools to detect vulnerable…

Cryptography and Security · Computer Science 2022-02-28 Chavhan Sujeet Yashavant , Saurabh Kumar , Amey Karkare

The high rate of false alarms from static analysis tools and Large Language Models (LLMs) complicates vulnerability detection in Solidity Smart Contracts, demanding methods that can formally or empirically prove the presence of defects.…

Software Engineering · Computer Science 2025-09-17 Ştefan-Claudiu Susan , Andrei Arusoaie , Dorel Lucanu

Large language models (LLMs) excel at generating code from natural language instructions, yet they often lack an understanding of security vulnerabilities. This limitation makes it difficult for LLMs to avoid security risks in generated…

Cryptography and Security · Computer Science 2025-05-08 Lingxiang Wang , Hainan Zhang , Qinnan Zhang , Ziwei Wang , Hongwei Zheng , Jin Dong , Zhiming Zheng

Ethereum Smart Contracts based on Blockchain Technology (BT) enables monetary transactions among peers on a blockchain network independent of a central authorizing agency. Ethereum Smart Contracts are programs that are deployed as…

Cryptography and Security · Computer Science 2022-03-03 Noama Fatima Samreen , Manar H. Alalfi

Research on blockchains addresses multiple issues, with one being writing smart contracts. In our previous research we described methodology and a tool to generate, in automated fashion, smart contracts from BPMN models. The generated smart…

Software Engineering · Computer Science 2025-05-29 C. G. Liu , P. Bodorik , D. Jutla

The rapid growth of Ethereum has made it more important to quickly and accurately detect smart contract vulnerabilities. While machine-learning-based methods have shown some promise, many still rely on rule-based preprocessing designed by…

Cryptography and Security · Computer Science 2025-12-15 Uisang Lee , Changhoon Chung , Junmo Lee , Soo-Mook Moon

Financial fraud cases are on the rise even with the current technological advancements. Due to the lack of inter-organization synergy and because of privacy concerns, authentic financial transaction data is rarely available. On the other…

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…

Software Engineering · Computer Science 2025-05-27 Ignacio Mariano Andreozzi Pofcher , Joshua Ellul

Poorly designed smart contracts are particularly vulnerable, as they may allow attackers to exploit weaknesses and steal the virtual currency they manage. In this study, we train a model using unsupervised learning to identify…

Cryptography and Security · Computer Science 2025-04-15 Hong-Sheng Huang , Jen-Yi Ho , Hao-Wen Chen , Hung-Min Sun