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In recent years, Ethereum gained tremendously in popularity, growing from a daily transaction average of 10K in January 2016 to an average of 500K in January 2020. Similarly, smart contracts began to carry more value, making them appealing…

Cryptography and Security · Computer Science 2021-01-18 Christof Ferreira Torres , Antonio Ken Iannillo , Arthur Gervais , Radu State

Non-Fungible Tokens (NFTs) are crypto assets with a unique digital identifier for ownership, powered by blockchain technology. Technically speaking, anything digital could be minted and sold as an NFT, which provides proof of ownership and…

Statistical Finance · Quantitative Finance 2022-10-28 Lanqing Du , Michelle Kim , Jinwook Lee

In this paper, we present the first large-scale empirical study of smart contract dependencies, analyzing over 41 million contracts and 11 billion interactions on Ethereum up to December 2024. Our results yield four key insights: (1) 59% of…

Software Engineering · Computer Science 2025-04-03 Monica Jin , Raphina Liu , Martin Monperrus

Non-Fungible Tokens (NFTs) have recently surged to mainstream attention by allowing the exchange of digital assets via blockchains. NFTs have also been adopted by artists to sell digital art. One of the promises of NFTs is broadening…

General Finance · Quantitative Finance 2022-11-16 Giovanni Colavizza

Recent years have witnessed the availability of richer and richer datasets in a variety of domains, where signals often have a multi-modal nature, blending temporal, relational and semantic information. Within this context, several works…

Social and Information Networks · Computer Science 2023-03-21 Haaroon Yousaf , Naomi A. Arnold , Renaud Lambiotte , Timothy LaRock , Richard G. Clegg , Peijie Zhong , Alhamza Alnaimi , Ben Steer

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

Ethereum is one of the most popular blockchain systems that supports more than half a million transactions every day and fosters miscellaneous decentralized applications with its Turing-complete smart contract machine. Whereas it remains…

Social and Information Networks · Computer Science 2020-01-16 Qianlan Bai , Chao Zhang , Yuedong Xu , Xiaowei Chen , Xin Wang

In the evolving landscape of digital art, Non-Fungible Tokens (NFTs) have emerged as a groundbreaking platform, bridging the realms of art and technology. NFTs serve as the foundational framework that has revolutionized the market for…

Computational Engineering, Finance, and Science · Computer Science 2023-10-04 Vivian Ziemke , Benjamin Estermann , Roger Wattenhofer , Ye Wang

Non-fungible tokens (NFTs), which are immutable and transferable tokens on blockchain networks, have been used to certify the ownership of digital images often grouped in collections. Depending on individual interests, wallets explore and…

Physics and Society · Physics 2024-01-19 Seonbin Jo , Woo-Sung Jung , Hyunuk Kim

With the rapid growth of blockchain, an increasing number of users have been attracted and many implementations have been refreshed in different fields. Especially in the cryptocurrency investment field, blockchain technology has shown…

Cryptography and Security · Computer Science 2021-04-20 Shanqing Yu , Jie Jin , Yunyi Xie , Jie Shen , Qi Xuan

The digital transformation of the art world has become a revolution for the sector. Cryptoart, based on non-fungible tokens (NFT), is attracting the attention of artists, collectors and enthusiasts for its ability to tokenise any element…

Computers and Society · Computer Science 2023-07-10 Patrici Calvo

By investigating nonfungible tokens (NFTs), we provide the first systematic study of retail investor behavior through asset bubbles. Given that NFTs are recorded in public blockchains, we are able to track investor behavior over time,…

Pricing of Securities · Quantitative Finance 2023-03-13 Andrea Barbon , Angelo Ranaldo

Non Fungible Tokens have changed digital ownership and how creators earn money. Between 2021 and 2024, the market value exceeded 40 billion. However, the fast growth of the NFT ecosystem has revealed serious issues in managing intellectual…

Computers and Society · Computer Science 2025-07-02 Pranav Darshan , Rohan J S , Raghuveer Rajesh , Ruchitha M , Sanika Kamath , Manas M N

The Non-Fungible Tokens (NFTs) has the transformative impact on the visual arts industry by examining the nexus between empowering art practices and leveraging blockchain technology. First, we establish the context for this study by…

Cryptography and Security · Computer Science 2024-09-23 Ruiqiang Li , Brian Yecies , Qin Wang , Shiping Chen , Jun Shen

Due to the widespread use of smart contracts, Ethereum has become the second-largest blockchain platform after Bitcoin. Many different types of Ethereum accounts (ICO, Mining, Gambling, etc.) also have quite active trading activities on…

Cryptography and Security · Computer Science 2022-11-16 Baoying Huang , Jieli Liu , Jiajing Wu , Quanzhong Li , Hao Lin

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

While transactions with cryptocurrencies such as Ethereum are becoming more prevalent, fraud and other criminal transactions are not uncommon. Graph analysis algorithms and machine learning techniques detect suspicious transactions that…

Machine Learning · Computer Science 2022-07-05 Hiroki Kanezashi , Toyotaro Suzumura , Xin Liu , Takahiro Hirofuchi

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

NFT or Non-Fungible Token is a token that certifies a digital asset to be unique. A wide range of assets including, digital art, music, tweets, memes, are being sold as NFTs. NFT-related content has been widely shared on social media sites…

Social and Information Networks · Computer Science 2022-04-22 Arnav Kapoor , Dipanwita Guhathakurta , Mehul Mathur , Rupanshu Yadav , Manish Gupta , Ponnurangam Kumaraguru

Non-fungible tokens(NFTs) are on the rise. They can represent artworks exhibited for marketing purposes on webpages of companies or online stores -- analogously to physical artworks. Lending of NFTs is an attractive form of passive income…

Computers and Society · Computer Science 2023-08-07 Alfred Sopi , Johannes Schneider , Jan vom Brocke