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In recent years, artificial intelligence has had a conspicuous growth in almost every aspect of life. One of the most applicable areas is security code review, in which a lot of AI-based tools and approaches have been proposed. Recently,…

Cryptography and Security · Computer Science 2023-08-29 Atieh Bakhshandeh , Abdalsamad Keramatfar , Amir Norouzi , Mohammad Mahdi Chekidehkhoun

Smart contracts are self-executing programs on a blockchain to ensure immutable and transparent agreements without the involvement of intermediaries. Despite the growing popularity of smart contracts for many blockchain platforms like…

Software Engineering · Computer Science 2023-03-27 Taeyoung Kim , Yunhee Jang , Chanjong Lee , Hyungjoon Koo , Hyoungshick Kim

As more and more attacks have been detected on Ethereum smart contracts, it has seriously affected finance and credibility. Current anti-fraud detection techniques, including code parsing or manual feature extraction, still have some…

Machine Learning · Computer Science 2025-03-20 Yihong Jin , Ze Yang , Xinhe Xu

In recent years, the importance of smart contract security has been heightened by the increasing number of attacks against them. To address this issue, a multitude of static application security testing (SAST) tools have been proposed for…

Software Engineering · Computer Science 2024-07-02 Kaixuan Li , Yue Xue , Sen Chen , Han Liu , Kairan Sun , Ming Hu , Haijun Wang , Yang Liu , Yixiang Chen

Smart contracts have played a pivotal role in the evolution of blockchains and Decentralized Applications (DApps). As DApps continue to gain widespread adoption, multiple smart contract languages have been and are being made available to…

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

Context: Smart contracts are computer programs that are automatically executed on the blockchain. Vulnerabilities in their implementation have led to severe loss of cryptocurrency. Smart contracts become immutable when deployed to the…

Cryptography and Security · Computer Science 2022-03-29 Majd Soud , Grischa Liebel , Mohammad Hamdaqa

Smart contracts are programs running on cryptocurrency (e.g., Ethereum) blockchains, whose popularity stem from the possibility to perform financial transactions, such as payments and auctions, in a distributed environment without need for…

Cryptography and Security · Computer Science 2018-04-24 Ilya Grishchenko , Matteo Maffei , Clara Schneidewind

The non-fungible tokens (NFTs) market has evolved over the past decade, with NFTs serving as unique digital identifiers on a blockchain that certify ownership and authenticity. However, their high value also attracts attackers who exploit…

Software Engineering · Computer Science 2025-02-27 Lei Xiao , Shuo Yang , Wen Chen , Zibin Zheng

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…

Computation and Language · Computer Science 2026-02-03 Zongwei Li , Xiaoqi Li , Wenkai Li , Xin Wang

Code vulnerability detection is crucial for ensuring the security and reliability of modern software systems. Recently, Large Language Models (LLMs) have shown promising capabilities in this domain. However, notable discrepancies in…

Software Engineering · Computer Science 2025-09-19 Zhihong Sun , Jia Li , Yao Wan , Chuanyi Li , Hongyu Zhang , Zhi jin , Ge Li , Hong Liu , Chen Lyu , Songlin Hu

Smart contracts are programs stored on a blockchain that run when predetermined conditions are met. However, designing and implementing a smart contract is not trivial since upon deployment on a blockchain, it is no longer possible to…

Software Engineering · Computer Science 2021-12-08 Chaïmaa Benabbou , Önder Gürcan

Semantic code search technology allows searching for existing code snippets through natural language, which can greatly improve programming efficiency. Smart contracts, programs that run on the blockchain, have a code reuse rate of more…

Software Engineering · Computer Science 2021-11-30 Chaochen Shi , Yong Xiang , Jiangshan Yu , Longxiang Gao

In today's digital landscape, the importance of timely and accurate vulnerability detection has significantly increased. This paper presents a novel approach that leverages transformer-based models and machine learning techniques to…

Software Engineering · Computer Science 2025-01-10 Daniele Cipollone , Changjie Wang , Mariano Scazzariello , Simone Ferlin , Maliheh Izadi , Dejan Kostic , Marco Chiesa

This study analyzes the application of code-generating Large Language Models in the creation of immutable Solidity smart contracts on the Ethereum Blockchain. Other works have previously analyzed Artificial Intelligence code generation…

Software Engineering · Computer Science 2024-11-06 Siddhartha Chatterjee , Bina Ramamurthy

Ethereum smart contracts are public, immutable and distributed and, as such, they are prone to vulnerabilities sourcing from programming mistakes of developers. This paper presents SAFEVM, a verification tool for Ethereum smart contracts…

Programming Languages · Computer Science 2019-06-13 Elvira Albert , Jesús Correas , Pablo Gordillo , Guillermo Román-Díez , Albert Rubio

Logical flaws in smart contracts are often exploited, leading to significant financial losses. Our tool, HighGuard, detects transactions that violate business logic specifications of smart contracts. HighGuard employs dynamic condition…

Cryptography and Security · Computer Science 2025-02-18 Mojtaba Eshghie , Wolfgang Ahrendt , Cyrille Artho , Thomas Troels Hildebrandt , Gerardo Schneider

Blockchains are modern distributed systems that provide decentralized financial capabilities with trustable guarantees. Smart contracts are programs written in specialized programming languages running on a blockchain and govern how tokens…

Cryptography and Security · Computer Science 2022-07-11 Margarita Capretto , Martin Ceresa , Cesar Sanchez

Smart contract is a special program that manages digital assets on blockchain. It is difficult to recover the loss if users make transactions through buggy smart contracts, which cannot be directly fixed. Hence, it is important to ensure…

Software Engineering · Computer Science 2019-08-13 Haoran Wu , Xingya Wang , Jiehui Xu , Weiqin Zou , Lingming Zhang , Zhenyu Chen

The inherent determinism of blockchain technology poses a significant challenge to generating secure random numbers within smart contracts, leading to exploitable vulnerabilities, particularly in decentralized finance (DeFi) ecosystems and…

Cryptography and Security · Computer Science 2025-10-22 Hadis Rezaei , Ahmed Afif Monrat , Karl Andersson , Francesco Flammini
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