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Non-Fungible Tokens (NFTs) have emerged as a way to collect digital art as well as an investment vehicle. Despite having been popularized only recently, NFT markets have witnessed several high-profile (and high-value) asset sales and a…

Cryptography and Security · Computer Science 2022-04-28 Dipanjan Das , Priyanka Bose , Nicola Ruaro , Christopher Kruegel , Giovanni Vigna

Ethereum faces growing fraud threats. Current fraud detection methods, whether employing graph neural networks or sequence models, fail to consider the semantic information and similarity patterns within transactions. Moreover, these…

Cryptography and Security · Computer Science 2025-02-19 Jianguo Sun , Yifan Jia , Yanbin Wang , Yiwei Liu , Zhang Sheng , Ye Tian

The non-fungible token (NFT) is an emergent type of cryptocurrency that has garnered extensive attention since its inception. The uniqueness, indivisibility and humanistic value of NFTs are the key characteristics that distinguish them from…

Computers and Society · Computer Science 2023-01-10 Yixiang Tan , Zhiying Wu , Jieli Liu , Jiajing Wu , Zibin Zheng , Ting Chen

Cryptocurrencies and Blockchain-based technologies are disrupting all markets. While the potential of such technologies remains to be seen, there is a current need to understand emergent patterns of user behavior and token adoption in order…

Social and Information Networks · Computer Science 2020-05-26 Alfredo J. Morales , Shahar Somin , Yaniv Altshuler , Alex 'Sandy' Pentland

Blockchain offers a decentralized, immutable, transparent system of records. It offers a peer-to-peer network of nodes with no centralised governing entity making it unhackable and therefore, more secure than the traditional paper-based or…

Cryptography and Security · Computer Science 2019-11-27 Harsh Jot Singh , Abdelhakim Senhaji Hafid

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

In traditional banking, repeated deposit-and-lend cycles let a single dollar of reserves support multiple dollars of claims. Decentralized finance produces an analogous structure with tokens. Constructing a Token Graph of 10,200 tokens…

General Economics · Economics 2026-03-31 Wenbin Wu

Wash trading in decentralized markets remains a significant concern magnified by the pseudonymous and public nature of blockchains. In this paper we introduce an innovative methodology designed to detect wash trading activities beyond…

Computational Engineering, Finance, and Science · Computer Science 2023-12-29 Aleksandar Tošić , Niki Hrovatin , Jernej Vičič

In recent years, a more advanced form of phishing has arisen on Ethereum, surpassing early-stage, simple transaction phishing. This new form, which we refer to as payload-based transaction phishing (PTXPHISH), manipulates smart contract…

Cryptography and Security · Computer Science 2024-11-19 Zhuo Chen , Yufeng Hu , Bowen He , Dong Luo , Lei Wu , Yajin Zhou

This paper presents an analysis of the role of social media, specifically Twitter, in the context of non-fungible tokens, better known as NFTs. Such emerging technology framing the creation and exchange of digital object, started years ago…

Social and Information Networks · Computer Science 2022-07-18 Simone Casale-Brunet , Mirko Zichichi , Lee Hutchinson , Marco Mattavelli , Stefano Ferretti

Cryptocurrencies gain trust in users by publicly disclosing the full creation and transaction history. In return, the transaction history faithfully records the whole spectrum of cryptocurrency user behaviors. This article analyzes and…

Cryptography and Security · Computer Science 2020-10-05 Xiao Fan Liu , Xin-Jian Jiang , Si-Hao Liu , Chi Kong Tse

The rise of Decentralized Finance ("DeFi") on the Ethereum blockchain has enabled the creation of lending platforms, which serve as marketplaces to lend and borrow digital currencies. We first categorize the activity of lending platforms…

Trading and Market Microstructure · Quantitative Finance 2022-06-08 Michael Darlin , Georgios Palaiokrassas , Leandros Tassiulas

The meme coin ecosystem has grown into one of the most active yet least observable segments of the cryptocurrency market, characterized by extreme churn, minimal project commitment, and widespread fraudulent behavior. While countless meme…

Cryptography and Security · Computer Science 2026-02-02 Alberto Maria Mongardini , Alessandro Mei

With the overall momentum of the blockchain industry, crypto-based crimes are becoming more and more prevalent. After committing a crime, the main goal of cybercriminals is to obfuscate the source of the illicit funds in order to convert…

Cryptography and Security · Computer Science 2023-05-25 Dan Lin , Jiajing Wu , Qishuang Fu , Yunmei Yu , Kaixin Lin , Zibin Zheng , Shuo Yang

Non-fungible tokens (NFTs) are unique digital items with blockchain managed ownership. Ethereum blockchain based smart contract created the environment for NFTs (ERC721) to reach its one of the most important future application domains. Non…

Social and Information Networks · Computer Science 2022-11-29 Prakhyat Khati

Ethereum Inscriptions (Ethscriptions) repurpose Ethereum calldata into a persistent inscription channel by embedding \texttt{data:}~URI payloads. These transactions typically target externally owned accounts, allowing the payload to bypass…

Computational Engineering, Finance, and Science · Computer Science 2026-03-20 Xihan Xiong , Minfeng Qi , Shiping Chen , Guangsheng Yu , Zhipeng Wang , Qin Wang

The untraceability of transactions facilitated by Ethereum mixing services like Tornado Cash poses significant challenges to blockchain security and financial regulation. Existing methods for correlating mixing accounts suffer from limited…

Cryptography and Security · Computer Science 2025-05-16 Zheng Che , Taoyu Li , Meng Shen , Hanbiao Du , Liehuang Zhu

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

Airdrops are a popular mechanism used by blockchain protocols to bootstrap communities, reward early adopters, and decentralize token distribution. Despite their widespread adoption, the effectiveness of airdrops in achieving long-term user…

Cryptography and Security · Computer Science 2025-07-22 Johnnatan Messias , Aviv Yaish , Benjamin Livshits

Financial speculators often seek to increase their potential gains with leverage. Debt is a popular form of leverage, and with over 39.88B USD of total value locked (TVL), the Decentralized Finance (DeFi) lending markets are thriving.…

General Finance · Quantitative Finance 2021-10-04 Kaihua Qin , Liyi Zhou , Pablo Gamito , Philipp Jovanovic , Arthur Gervais