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Adversarial smart contracts, mostly on EVM-compatible chains like Ethereum and BSC, are deployed as EVM bytecode to exploit vulnerable smart contracts for financial gain. Detecting such malicious contracts at the time of deployment is an…

Cryptography and Security · Computer Science 2025-11-17 Yating Liu , Xing Su , Hao Wu , Sijin Li , Yuxi Cheng , Fengyuan Xu , Sheng Zhong

The adoption of blockchain based distributed ledgers is growing fast due to their ability to provide reliability, integrity, and auditability without trusted entities. One of the key capabilities of these emerging platforms is the ability…

Cryptography and Security · Computer Science 2019-01-23 Anastasia Mavridou , Aron Laszka , Emmanouela Stachtiari , Abhishek Dubey

In the realm of smart contract security, transaction malice detection has been able to leverage properties of transaction traces to identify hacks with high accuracy. However, these methods cannot be applied in real-time to revert malicious…

Logic in Computer Science · Computer Science 2024-08-28 Zhiyang Chen , Jan Gorzny , Martin Derka

The introduction of smart contract functionality marks the advent of the blockchain 2.0 era, enabling blockchain technology to support digital currency transactions and complex distributed applications. However, many smart contracts have…

Cryptography and Security · Computer Science 2026-01-16 Hongli Peng , Xiaoqi Li , Wenkai Li

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…

Cryptography and Security · Computer Science 2025-01-14 ZeKe Xiao , Qin Wang , Hammond Pearce , Shiping Chen

Smart Contracts are essential blockchain components, mainly written in Solidity. The high availability of public Solidity code leads to frequent reuse and high clone ratios. Since cloning can propagate vulnerabilities and flaws, effective…

Programming errors in Ethereum smart contracts can result in catastrophic financial losses from stolen cryptocurrency. While vulnerability detectors can prevent vulnerable contracts from being deployed, this does not mean that such…

Cryptography and Security · Computer Science 2021-09-03 Simon Joseph Aquilina , Fran Casino , Mark Vella , Joshua Ellul , Constantinos Patsakis

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

This paper explores the vulnerability of machine learning models to simple single-feature adversarial attacks in the context of Ethereum fraudulent transaction detection. Through comprehensive experimentation, we investigate the impact of…

Cryptography and Security · Computer Science 2025-04-25 Ahod Alghuried , Ali Alkinoon , Abdulaziz Alghamdi , Soohyeon Choi , Manar Mohaisen , David Mohaisen

We present SOLAR, a new analysis tool for automatically detecting standard violation errors in Ethereum smart contracts.Given the Ethereum Virtual Machine (EVM) bytecode of a smart contract and a user specified constraint or invariant…

Cryptography and Security · Computer Science 2019-02-20 Ao Li , Fan Long

Ethereum has officially provided a set of system-level cryptographic APIs to enhance smart contracts with cryptographic capabilities. These APIs have been utilized in over 10% of Ethereum transactions, motivating developers to implement…

Cryptography and Security · Computer Science 2024-08-12 Jiashuo Zhang , Yiming Shen , Jiachi Chen , Jianzhong Su , Yanlin Wang , Ting Chen , Jianbo Gao , Zhong Chen

Smart contracts are a key component of the Web 3.0 ecosystem, widely applied in blockchain services and decentralized applications. However, the automated execution feature of smart contracts makes them vulnerable to potential attacks due…

Cryptography and Security · Computer Science 2025-05-26 Yanli Jin , Chunpei Li , Peng Fan , Peng Liu , Xianxian Li , Chen Liu , Wangjie Qiu

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…

Artificial Intelligence · Computer Science 2026-03-24 Eduardo Sardenberg , Antonio José Grandson Busson , Daniel de Sousa Moraes , Julio Cesar Duarte , Sérgio Colcher

Decentralized applications (DApps) face significant security risks due to vulnerabilities in smart contracts, with traditional detection methods struggling to address emerging and machine-unauditable flaws. This paper proposes a novel…

Cryptography and Security · Computer Science 2026-02-03 Jiuyang Bu , Wenkai Li , Zongwei Li , Zeng Zhang , Xiaoqi Li

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…

Software Engineering · Computer Science 2024-03-19 Zexu Wang , Jiachi Chen , Yanlin Wang , Yu Zhang , Weizhe Zhang , Zibin Zheng

Context: Smart contracts are computerized self-executing contracts that contain clauses, which are enforced once certain conditions are met. Smart contracts are immutable by design and cannot be modified once deployed, which ensures…

Software Engineering · Computer Science 2023-04-14 Ilham Qasse , Mohammad Hamdaqa , Björn Þór Jónsson

Blockchain technology has set off a wave of decentralization in the world since its birth. The trust system constructed by blockchain technology based on cryptography algorithm and computing power provides a practical and powerful solution…

Computational Engineering, Finance, and Science · Computer Science 2025-05-08 Pengfei Gao , Dechao Kong , Xiaoqi Li

Hackers may create malicious solidity programs and deploy it in the Ethereum block chain. These malicious smart contracts try to attack legitimate programs by exploiting its vulnerabilities such as reentrancy, tx.origin attack, bad…

Cryptography and Security · Computer Science 2025-12-10 Roopak Surendran

Smart contract vulnerabilities have led to significant financial losses, with their increasing complexity rendering outright prevention of hacks increasingly challenging. This trend highlights the crucial need for advanced forensic analysis…

Cryptography and Security · Computer Science 2025-04-15 Kaihua Qin , Zhe Ye , Zhun Wang , Weilin Li , Liyi Zhou , Chao Zhang , Dawn Song , Arthur Gervais

This article conducts an extensive examination of the persisting challenges related to smart contract attacks within blockchain networks, with a particular focus on the reentrancy attack. It emphasizes the inherent vulnerabilities embedded…

Social and Information Networks · Computer Science 2023-10-05 Simone Casale-Brunet , Marco Mattavelli