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With the rapid evolution of Web3.0, cryptocurrency has become a cornerstone of decentralized finance. While these digital assets enable efficient and borderless financial transactions, their pseudonymous nature has also attracted malicious…

Cryptography and Security · Computer Science 2024-11-01 Zheng Che , Meng Shen , Zhehui Tan , Hanbiao Du , Liehuang Zhu , Wei Wang , Ting Chen , Qinglin Zhao , Yong Xie

Ethereum is currently the second largest blockchain by market capitalization and a popular platform for cryptocurrencies. As it has grown, the high value present and the anonymity afforded by the technology have led Ethereum to become a…

Cryptography and Security · Computer Science 2025-01-22 Calvin Josenhans , Andrey Kuehlkamp , Jarek Nabrzyski

Decentralized finance (DeFi) in Ethereum is a financial ecosystem built on the blockchain that has locked over 200 billion USD until April 2022. All transaction information is transparent and open when transacting through the DeFi protocol,…

Cryptography and Security · Computer Science 2022-05-20 Wenkai Li , Jiuyang Bu , Xiaoqi Li , Xianyi Chen

Blockchain technology and, in particular, blockchain-based transaction offers us information that has never been seen before in the financial world. In contrast to fiat currencies, transactions through virtual currencies like Bitcoin are…

Cryptography and Security · Computer Science 2021-04-21 Jinhuan Wang , Pengtao Chen , Shanqing Yu , Qi Xuan

Much of the recent excitement around decentralized finance (DeFi) comes from hopes that DeFi can be a secure, private, less centralized alternative to traditional finance systems. However, people moving to DeFi sites in hopes of improving…

Cryptography and Security · Computer Science 2023-02-07 Philipp Winter , Anna Harbluk Lorimer , Peter Snyder , Benjamin Livshits

Currently cryptocurrencies and Decentralized Finance (DeFi), which enable financial services on public blockchains, represents a new growing trend in finance. In contrast to financial markets, ruled by traditional corporations, DeFi is…

Social and Information Networks · Computer Science 2024-01-04 Mar Grande , Florentino Borondo , Javier Borondo

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

The rapid growth of decentralized finance (DeFi) has led to the widespread use of automated agents, or bots, within blockchain ecosystems like Ethereum, Binance Smart Chain, and Solana. While these bots enhance market efficiency and…

Cryptography and Security · Computer Science 2025-01-22 Ahmed Mounsf Rafik Bendada , Abdelaziz Amara Korba , Mouhamed Amine Bouchiha , Yacine Ghamri-Doudane

Security incidents such as scams and hacks, have become a major threat to the health of the blockchain ecosystem, causing billions of dollars in losses each year for blockchain users. To reveal the real-world entities behind the…

Cryptography and Security · Computer Science 2023-06-01 Zhiying Wu , Jieli Liu , Jiajing Wu , Zibin Zheng

In recent years blockchain technology has received tremendous attention. Blockchain users are known by a changeable Public Key (PK) that introduces a level of anonymity, however, studies have shown that anonymized transactions can be linked…

Cryptography and Security · Computer Science 2022-02-22 Ali Dorri , Clemence Roulin , Shantanu Pal , Sarah Baalbaki , Raja Jurdak , Salil Kanhere

Many classical blockchains are known to have an embarrassingly low transaction throughput, down to Bitcoin's notorious seven transactions per second limit.Various proposals and implementations for increasing throughput emerged in the first…

Cryptography and Security · Computer Science 2023-03-08 Lioba Heimbach , Quentin Kniep , Yann Vonlanthen , Roger Wattenhofer

The financial sector's adoption of technology-driven data analysis has enhanced operational efficiency and revenue generation by leveraging personal sensitive data. However, the inherent characteristics of blockchain hinder decentralized…

Cryptography and Security · Computer Science 2023-11-13 Zhuangtong Huang , Jiawei Zhu , Zhongyu Huang , Yixin Xu , Jerome Yen , Ye Wang

Bitcoin is one of the decentralized cryptocurrencies powered by a peer-to-peer blockchain network. Parties who trade in the bitcoin network are not required to disclose any personal information. Such property of anonymity, however,…

Cryptography and Security · Computer Science 2022-11-29 Zhengjie Huang , Yunyang Huang , Peng Qian , Jianhai Chen , Qinming He

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

Decentralized Finance (DeFi) is reshaping traditional finance by enabling direct transactions without intermediaries, creating a rich source of open financial data. Layer 2 (L2) solutions are emerging to enhance the scalability and…

General Economics · Economics 2025-08-11 Nir Chemaya , Lin William Cong , Emma Jorgensen , Dingyue Liu , Luyao Zhang

With the development of Web 3.0 which emphasizes decentralization, blockchain technology ushers in its revolution and also brings numerous challenges, particularly in the field of cryptocurrency. Recently, a large number of criminal…

Machine Learning · Computer Science 2024-04-02 Chengxiang Jin , Jiajun Zhou , Jie Jin , Jiajing Wu , Qi Xuan

Cryptocurrencies are rapidly expanding and becoming vital in digital financial markets. However, the rise in cryptocurrency-related illicit activities has led to significant losses for users. To protect the security of these platforms, it…

Machine Learning · Computer Science 2024-07-19 Zhihao Ding , Jieming Shi , Qing Li , Jiannong Cao

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

Decentralized finance (DeFi) has the potential to disrupt centralized finance by validating peer-to-peer transactions through tamper-proof smart contracts, thus significantly lowering the transaction cost charged by financial…

General Economics · Economics 2023-12-04 Ziqiao Ao , Lin William Cong , Gergely Horvath , Luyao Zhang

As cross-chain interoperability advances, decentralized finance (DeFi) protocols enable illicit funds to be reorganized into uniform liquid assets that flow throughout the cryptocurrency market. Such operations can bypass monitoring…

Cryptography and Security · Computer Science 2026-04-15 Shuyi Miao , Wangjie Qiu , Shengda Zhuo , Fei Shen , Dan Lin , Xingtong Yu , Chua Tat-Seng , Zhiming Zheng