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This paper presents VulnSense framework, a comprehensive approach to efficiently detect vulnerabilities in Ethereum smart contracts using a multimodal learning approach on graph-based and natural language processing (NLP) models. Our…

Cryptography and Security · Computer Science 2023-09-18 Phan The Duy , Nghi Hoang Khoa , Nguyen Huu Quyen , Le Cong Trinh , Vu Trung Kien , Trinh Minh Hoang , Van-Hau Pham

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

Phishing is a widespread scam activity on Ethereum, causing huge financial losses to victims. Most existing phishing scam detection methods abstract accounts on Ethereum as nodes and transactions as edges, then use manual statistics of…

Social and Information Networks · Computer Science 2023-06-30 Wenjia Yu , Yijun Xia , Jieli Liu , Jiajing Wu

Blockchain technology has the characteristics of decentralization, traceability and tamper-proof, which creates a reliable decentralized trust mechanism, further accelerating the development of blockchain finance. However, the anonymization…

Social and Information Networks · Computer Science 2022-11-01 Jiajun Zhou , Chenkai Hu , Jianlei Chi , Jiajing Wu , Meng Shen , Qi Xuan

To govern smart contracts running on Ethereum, multiple Ethereum Request for Comment (ERC) standards have been developed, each defining a set of rules governing contract behavior. Violating these rules can cause serious security issues and…

Artificial Intelligence · Computer Science 2026-03-03 Shihao Xia , Mengting He , Shuai Shao , Tingting Yu , Yiying Zhang , Nobuko Yoshida , Linhai Song

Blockchain is the underlying technology for cryptocurrencies such as Bitcoin. Blockchain is a robust distributed ledger that uses consensus algorithms to approve transactions in a decentralized manner, making malicious tampering extremely…

Neural and Evolutionary Computing · Computer Science 2024-05-08 Atsushi Masumori , Norihiro Maruyama , Takashi Ikegami

Ethereum smart contracts are distributed programs running on top of the Ethereum blockchain. Since program flaws can cause significant monetary losses and can hardly be fixed due to the immutable nature of the blockchain, there is a strong…

Cryptography and Security · Computer Science 2021-01-15 Clara Schneidewind , Markus Scherer , Matteo Maffei

Motivated by the immutable nature of Ethereum smart contracts and of their transactions, quite many approaches have been proposed to detect defects and security problems before smart contracts become persistent in the blockchain and they…

Software Engineering · Computer Science 2021-03-17 Filippo Contro , Marco Crosara , Mariano Ceccato , Mila Dalla Preda

Over the last few years, there has been substantial research on automated analysis, testing, and debugging of Ethereum smart contracts. However, it is not trivial to compare and reproduce that research. To address this, we present an…

Software Engineering · Computer Science 2020-02-11 Thomas Durieux , João F. Ferreira , Rui Abreu , Pedro Cruz

Over the last few years, there has been substantial research on automated analysis, testing, and debugging of Ethereum smart contracts. However, it is not trivial to compare and reproduce that research. To address this, we present…

Software Engineering · Computer Science 2020-07-13 João F. Ferreira , Pedro Cruz , Thomas Durieux , Rui Abreu

Ethereum has undergone a recent change called \textit{the Merge}, which made Ethereum a Proof-of-Stake blockchain, shifting closer to BFT consensus. Ethereum, which wished to keep the best of the two protocol designs (BFT and…

Cryptography and Security · Computer Science 2023-09-15 Ulysse Pavloff , Yackolley Amoussou-Guenou , Sara Tucci-Piergiovanni

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

Smart contracts have transformed decentralized finance by enabling programmable, trustless transactions. However, their widespread adoption and growing financial significance have attracted persistent and sophisticated threats, such as…

Cryptography and Security · Computer Science 2025-08-13 Pasquale De Rosa , Pascal Felber , Valerio Schiavoni

The blockchain-based smart contract lacks privacy since the contract state and instruction code are exposed to the public. Combining smart-contract execution with Trusted Execution Environments (TEEs) provides an efficient solution, called…

Cryptography and Security · Computer Science 2022-04-21 Rujia Li , Qin Wang , Qi Wang , David Galindo , Mark Ryan

The proxy design pattern allows Ethereum smart contracts to be simultaneously immutable and upgradeable, in which an original contract is split into a proxy contract containing the data storage and a logic contract containing the…

Cryptography and Security · Computer Science 2024-09-23 Cheng-Kang Chen , Wen-Yi Chu , Muoi Tran , Laurent Vanbever , Hsu-Chun Hsiao

Scalability is a common issue among the most used permissionless blockchains, and several approaches have been proposed accordingly. As Ethereum is set to be a solid foundation for a decentralized Internet web, the need for tackling…

Cryptography and Security · Computer Science 2021-01-01 Mikel Cortes-Goicoechea , Luca Franceschini , Leonardo Bautista-Gomez

Blockchains and smart contracts are an emerging, promising technology, that has received considerable attention. We use the blockchain technology, and in particular Ethereum, to implement a large-scale event-based Internet of Things (IoT)…

Cryptography and Security · Computer Science 2019-07-10 Nikos Fotiou , Iakovos Pittaras , Vasilios A. Siris , Spyros Voulgaris , George C. Polyzos

With the advent of blockchain technologies, the idea of decentralized applications has gained traction. Smart contracts permit the implementation of application logic to foster distributed systems that are capable of removing…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-02-12 Martin Westerkamp

Bitcoin and Ethereum, whose miners arguably collectively comprise the most powerful computational resource in the history of mankind, offer no more power for processing and verifying transactions than a typical smart phone. The system…

Cryptography and Security · Computer Science 2019-08-14 Jason Teutsch , Christian Reitwießner

Smart contracts written in Solidity are programs used in blockchain networks, such as Etherium, for performing transactions. However, as with any piece of software, they are prone to errors and may present vulnerabilities, which malicious…

Logic in Computer Science · Computer Science 2021-11-29 Kunjian Song , Nedas Matulevicius , Eddie B. de Lima Filho , Lucas C. Cordeiro
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