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Related papers: Understanding Rug Pulls: An In-Depth Behavioral An…

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NFT rug pull is one of the most prominent type of scam that the developers of a project abandon it and then run away with investors' funds. Although they have drawn attention from our community, to the best of our knowledge, the NFT rug…

Cryptography and Security · Computer Science 2023-05-11 Jintao Huang , Ningyu He , Kai Ma , Jiang Xiao , Haoyu Wang

The explosive growth of Non-Fungible Tokens (NFTs) has revolutionized digital ownership by enabling the creation, exchange, and monetization of unique assets on blockchain networks. However, this surge in popularity has also given rise to a…

Cryptography and Security · Computer Science 2025-06-10 Chetan Pathade , Shweta Hooli

The rapid growth in popularity and hype surrounding digital assets such as art, video, and music in the form of non-fungible tokens (NFTs) has made them a lucrative investment opportunity, with NFT-based sales surpassing $25B in 2021 alone.…

Cryptography and Security · Computer Science 2023-09-12 Sayak Saha Roy , Dipanjan Das , Priyanka Bose , Christopher Kruegel , Giovanni Vigna , Shirin Nilizadeh

Rug pull scams have emerged as a persistent threat to cryptocurrency, causing significant financial losses. A typical scenario involves scammers deploying honeypot contracts to attract investments, restricting token sales, and draining the…

Software Engineering · Computer Science 2025-07-09 Hao Wu , Haijun Wang , Shangwang Li , Yin Wu , Ming Fan , Wuxia Jin , Ting Liu

Rug pulls pose a grave threat to the cryptocurrency ecosystem, leading to substantial financial loss and undermining trust in decentralized finance (DeFi) projects. With the emergence of new rug pull patterns, research on rug pull is out of…

Software Engineering · Computer Science 2024-03-26 Dianxiang Sun , Wei Ma , Liming Nie , Yang Liu

Cybersquatting refers to the practice where attackers register a domain name similar to a legitimate one to confuse users for illegal gains. With the growth of the Non-Fungible Token (NFT) ecosystem, there are indications that…

Cryptography and Security · Computer Science 2025-04-21 Kai Ma , Ningyu He , Jintao Huang , Bosi Zhang , Ping Wu , Haoyu Wang

As Non-Fungible Tokens (NFTs) continue to grow in popularity, NFT users have become targets of phishing attacks by cybercriminals, called \textit{NFT drainers}. Over the last year, \$100 million worth of NFTs were stolen by drainers, and…

Cryptography and Security · Computer Science 2023-11-20 Hanna Kim , Jian Cui , Eugene Jang , Chanhee Lee , Yongjae Lee , Jin-Woo Chung , Seungwon Shin

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

In recent years, Decentralized Finance (DeFi) grows rapidly due to the development of blockchain technology and smart contracts. As of March 2023, the estimated global cryptocurrency market cap has reached approximately $949 billion.…

Software Engineering · Computer Science 2024-03-05 Zewei Lin , Jiachi Chen , Zibin Zheng , Jiajing Wu , Weizhe Zhang , Yongjuan Wang

This paper examines the effects of inherent risks in the emerging technology of non-fungible tokens and proposes an actionable set of solutions for stakeholders in this ecosystem and observers. Web3 and NFTs are a fast-growing 300 billion…

Computers and Society · Computer Science 2024-09-02 Yash Gupta , Jayanth Kumar , Andrew Reifers

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

Non-fungible tokens (NFTs) drive the prosperity of the Web3 ecosystem. By November 2023, the total market value of NFT projects reached approximately 16 billion USD. Accompanying the success of NFTs are various security issues, i.e.,…

Cryptography and Security · Computer Science 2023-12-14 Kai Ma , Jintao Huang , Ningyu He , Zhuo Wang , Haoyu Wang

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

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

As a blockchain-based application, Non-Fungible Token (NFT) has received worldwide attention over the past few years. Digital artwork is the main form of NFT that can be stored on different blockchains. Although the NFT market is rapidly…

Human-Computer Interaction · Computer Science 2022-06-28 Yufan Zhang , Zichao Chen , Luyao Zhang , Xin Tong

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

Existing rug pull detectors assume a simple workflow: the deployer keeps liquidity pool (LP) tokens and performs one or a few large sells (within a day) that collapse the pool and cash out. In practice, however, many real-world exits…

Cryptography and Security · Computer Science 2025-11-20 Minh Trung Tran , Nasrin Sohrabi , Zahir Tari , Qin Wang

NFTs (Non-Fungible Tokens) are blockchain-based cryptographic tokens to represent ownership of unique content such as images, videos, or 3D objects. Despite NFTs' increasing popularity and skyrocketing trading prices, little is known about…

Computers and Society · Computer Science 2022-02-01 Tanusree Sharma , Zhixuan Zhou , Yun Huang , Yang Wang

The smart contract-based markets for non-fungible tokens (NFTs) on the Ethereum blockchain have seen tremendous growth in 2021, with trading volumes peaking at 3.5b in September 2021. This dramatic surge has led to industry observers…

Cryptography and Security · Computer Science 2022-02-09 Victor von Wachter , Johannes Rude Jensen , Ferdinand Regner , Omri Ross

Non-fungible tokens (NFTs) are digital assets stored on a blockchain representing real-world objects such as art or collectibles. An NFT collection comprises numerous tokens; each token can be transacted multiple times. It is a…

Computational Finance · Quantitative Finance 2023-02-07 Wesley Joon-Wie Tann , Akhil Vuputuri , Ee-Chien Chang
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