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The Non-Fungible Token (NFT) market in the Ethereum blockchain experienced explosive growth in 2021, with a monthly trade volume reaching \$6 billion in January 2022. However, concerns have emerged about possible wash trading, a form of…

Computers and Society · Computer Science 2024-09-04 Massimo La Morgia , Alessandro Mei , Alberto Maria Mongardini , Eugenio Nerio Nemmi

NFTs (Non-Fungible Tokens) have seen significant growth since they first captured public attention in 2021. However, the NFT market is plagued by fake transactions and economic bubbles, e.g., NFT wash trading. Wash trading typically refers…

Cryptography and Security · Computer Science 2024-07-23 Shijian Chen , Jiachi Chen , Jiangshan Yu , Xiapu Luo , Yanlin Wang

The Non-Fungible-Token (NFT) market has experienced explosive growth in recent years. According to DappRadar, the total transaction volume on OpenSea, the largest NFT marketplace, reached 34.7 billion dollars in February 2023. However, the…

Trading and Market Microstructure · Quantitative Finance 2023-08-04 Mingxiao Song , Yunsong Liu , Agam Shah , Sudheer Chava

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

As emerging digital assets, NFTs are susceptible to anomalous trading behaviors due to the lack of stringent regulatory mechanisms, potentially causing economic losses. In this paper, we conduct the first systematic analysis of four…

Cryptography and Security · Computer Science 2024-03-18 Yuanzheng Niu , Xiaoqi Li , Hongli Peng , Wenkai Li

Non Fungible Tokens (NFTs) are digital assets that represent objects like art, collectible, and in-game items. They are traded online, often with cryptocurrency, and are generally encoded within smart contracts on a blockchain. Public…

Statistical Finance · Quantitative Finance 2021-11-02 Matthieu Nadini , Laura Alessandretti , Flavio Di Giacinto , Mauro Martino , Luca Maria Aiello , Andrea Baronchelli

NFT (Non-fungible Token) has drastically increased in its size, accounting for over \$16.9B of total market capitalization. Despite the rapid growth of NFTs, this market has not been examined thoroughly from a financial perspective. In this…

Statistical Finance · Quantitative Finance 2023-03-17 Na Hyeon Park , Hanna Kim , Chanhee Lee , Changhoon Yoon , Seunghyeon Lee , Youngjin jin , Seungwon Shin

Wash trading is a form of market manipulation where the same entity sells an asset to themselves to drive up market prices, launder money under the cover of a legitimate transaction, or claim a tax loss without losing ownership of an asset.…

General Finance · Quantitative Finance 2023-05-03 Derek Liu , Francesco Piccoli , Katie Chen , Adrina Tang , Victor Fang

We introduce systematic tests exploiting robust statistical and behavioral patterns in trading to detect fake transactions on 29 cryptocurrency exchanges. Regulated exchanges feature patterns consistently observed in financial markets and…

General Economics · Economics 2021-08-26 Lin William Cong , Xi Li , Ke Tang , Yang 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

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

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

Cryptoassets such as cryptocurrencies and tokens are increasingly traded on decentralized exchanges. The advantage for users is that the funds are not in custody of a centralized external entity. However, these exchanges are prone to…

Cryptography and Security · Computer Science 2021-02-16 Friedhelm Victor , Andrea Marie Weintraud

Non-Fungible Token (NFT) markets are one of the fastest growing digital markets today, with the sales during the third quarter of 2021 exceeding $10 billions! Nevertheless, these emerging markets - similar to traditional emerging…

Social and Information Networks · Computer Science 2023-07-19 Konstantinos Pelechrinis , Xin Liu , Prashant Krishnamurthy , Amy Babay

With the growing popularity of Non-Fungible Tokens (NFT), a new type of digital assets, various fraudulent activities have appeared in NFT markets. Among them, wash trading has become one of the most common frauds in NFT markets, which…

Human-Computer Interaction · Computer Science 2023-02-14 Xiaolin Wen , Yong Wang , Xuanwu Yue , Feida Zhu , Min Zhu

Existing studies on crypto wash trading often use indirect statistical methods or leaked private data, both with inherent limitations. This paper leverages public on-chain NFT data for a more direct and granular estimation. Analyzing three…

General Economics · Economics 2025-03-04 Brett Hemenway Falk , Gerry Tsoukalas , Niuniu Zhang

Non-Fungible Tokens (NFTs) are digital assets recorded on the blockchain, providing cryptographic proof of ownership over digital or physical items. Although Solana has only begun to gain popularity in recent years, its NFT market has seen…

Cryptography and Security · Computer Science 2024-03-19 Dechao Kong , Xiaoqi Li , Wenkai Li

Wash trading, the practice of simultaneously placing buy and sell orders for the same asset to inflate trading volume, has been prevalent in cryptocurrency markets. This paper investigates whether wash traders in Bitcoin act deliberately to…

Trading and Market Microstructure · Quantitative Finance 2024-11-14 Hunter Ng

Non-fungible tokens (NFTs) serve as a representative form of digital asset ownership and have attracted numerous investors, creators, and tech enthusiasts in recent years. However, related fraud activities, especially phishing scams, have…

Cryptography and Security · Computer Science 2025-12-02 Wenkai Li , Zongwei Li , Xiaoqi Li , Chunyi Zhang , Xiaoyan Zhang , Yuqing Zhang

With the popularity of Non-Fungible Tokens (NFTs), NFTs have become a new target of phishing attacks, posing a significant threat to the NFT trading ecosystem. There has been growing anecdotal evidence that new means of NFT phishing attacks…

Cryptography and Security · Computer Science 2024-03-29 Jingjing Yang , Jieli Liu , Jiajing Wu
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