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Blockchain technology has become one of the most popular trends in IT over the last few years. Its increasing popularity and the discovery of ever more use cases raises the question of how to improve scalability. While researchers are…

Software Engineering · Computer Science 2023-05-29 Ole Delzer , Ingo Weber , Richard Hobeck , Stefan Schulte

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

The production of counterfeit money has a long history. It refers to the creation of imitation currency that is produced without the legal sanction of government. With the growth of the cryptocurrency ecosystem, there is expanding evidence…

Cryptography and Security · Computer Science 2020-11-06 Bingyu Gao , Haoyu Wang , Pengcheng Xia , Siwei Wu , Yajin Zhou , Xiapu Luo , Graeth Tyson

Blockchain address poisoning is an emerging phishing attack that crafts "similar-looking" transfer records in the victim's transaction history, which aims to deceive victims and lure them into mistakenly transferring funds to the attacker.…

Cryptography and Security · Computer Science 2025-08-19 Shixuan Guan , Kai Li

Over the last decade, the cryptocurrency market has experienced unprecedented growth, emerging as a prominent financial market. As this market rapidly evolves, it necessitates re-evaluating which cryptocurrencies command the market and…

Statistical Finance · Quantitative Finance 2024-01-31 Arnav Hiray , Pratvi Shah , Vishwa Shah , Agam Shah , Sudheer Chava , Mukesh Tiwari

In recent years, phishing scams have become the crime type with the largest money involved on Ethereum, the second-largest blockchain platform. Meanwhile, graph neural network (GNN) has shown promising performance in various node…

Machine Learning · Computer Science 2021-06-21 Shucheng Li , Fengyuan Xu , Runchuan Wang , Sheng Zhong

While Ethereum smart contracts enabled a wide range of blockchain applications, they are extremely vulnerable to different forms of security attacks. Due to the fact that transactions to smart contracts commonly involve cryptocurrency…

Software Engineering · Computer Science 2019-06-12 Jianbo Gao , Han Liu , Chao Liu , Qingshan Li , Zhi Guan , Zhong Chen

The web3 applications have recently been growing, especially on the Ethereum platform, starting to become the target of scammers. The web3 scams, imitating the services provided by legitimate platforms, mimic regular activity to deceive…

Cryptography and Security · Computer Science 2024-10-29 Wenkai Li , Zhijie Liu , Xiaoqi Li , Sen Nie

Dark markets are commercial websites that use Bitcoin to sell or broker transactions involving drugs, weapons, and other illicit goods. Being illegal, they do not offer any user protection, and several police raids and scams have caused…

Computers and Society · Computer Science 2021-01-13 Abeer ElBahrawy , Laura Alessandretti , Leonid Rusnac , Daniel Goldsmith , Alexander Teytelboym , Andrea Baronchelli

Due to the decentralized and public nature of the Blockchain ecosystem, the malicious activities on the Ethereum platform impose immeasurable losses for the users. Existing phishing scam detection methods mostly rely only on the analysis of…

Cryptography and Security · Computer Science 2022-08-30 Jinhuan Wang , Pengtao Chen , Xinyao Xu , Jiajing Wu , Meng Shen , Qi Xuan , Xiaoniu Yang

The prosperity of decentralized finance motivates many investors to profit via trading their crypto assets on decentralized applications (DApps for short) of the Ethereum ecosystem. Apart from Ether (the native cryptocurrency of Ethereum),…

Cryptography and Security · Computer Science 2022-07-06 Dabao Wang , Hang Feng , Siwei Wu , Yajin Zhou , Lei Wu , Xingliang Yuan

We analyze 15,097 blocks proposed for inclusion in Ethereum's blockchain over an eight-minute window on December 3, 2024, during which 38 blocks were added to the chain. We classify transactions as exclusive -- appearing only in blocks from…

Cryptography and Security · Computer Science 2025-11-17 Vabuk Pahari , Andrea Canidio

The web3 applications have recently been growing, especially on the Ethereum platform, starting to become the target of scammers. The web3 scams, imitating the services provided by legitimate platforms, mimic regular activity to deceive…

Cryptography and Security · Computer Science 2025-12-18 Xiaoqi Li , Wenkai Li , Zhijie Liu , Meikang Qiu , Zhiquan Liu , Sen Nie , Zongwei Li , Shi Wu , Yuqing Zhang

Late 2023 witnessed significant user activity on EVM chains, resulting in a surge in transaction activity and putting many rollups into the first live test. While some rollups performed well, some others experienced downtime during this…

Cryptography and Security · Computer Science 2024-04-18 Krzysztof Gogol , Johnnatan Messias , Maria Ines Silva , Benjamin Livshits

Non-fungible tokens (NFTs) on Ethereum currently follow a binary mobility paradigm: ERC-721 enables unrestricted transfers, whereas SBTs (ERC-5192) prohibit transfers entirely. We identify a design gap in which no standard mechanism…

Cryptography and Security · Computer Science 2026-05-27 Qin Wang , Minfeng Qi , Guangsheng Yu , Shiping Chen

High-frequency trading (HFT) accounts for almost half of equity trading volume, yet it is not identified in public data. We develop novel data-driven measures of HFT activity that separate strategies that supply and demand liquidity. We…

Computational Finance · Quantitative Finance 2025-03-24 G. Ibikunle , B. Moews , D. Muravyev , K. Rzayev

In recent years, we have seen a great deal of both academic and practical interest in the topic of vulnerabilities in smart contracts, particularly those developed for the Ethereum blockchain. While most of the work has focused on detecting…

Cryptography and Security · Computer Science 2020-10-20 Daniel Perez , Benjamin Livshits

As CryptoPunks pioneers the innovation of non-fungible tokens (NFTs) in AI and art, the valuation mechanics of NFTs has become a trending topic. Earlier research identifies the impact of ethics and society on the price prediction of…

Computers and Society · Computer Science 2023-07-24 Luyao Zhang , Yutong Sun , Yutong Quan , Jiaxun Cao , Xin Tong

Scam contracts on Ethereum have rapidly evolved alongside the rise of DeFi and NFT ecosystems, utilizing increasingly complex code obfuscation techniques to avoid early detection. This paper systematically investigates how obfuscation…

Cryptography and Security · Computer Science 2026-01-27 Zhang Sheng , Tan Kia Quang , Shen Wang , Shengchen Duan , Kai Li , Yue Duan

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