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Solana has experienced rapid growth due to its high performance and low transaction costs, but the extremely low barrier to token issuance has also led to widespread Rug Pulls. Unlike Ethereum-based Rug Pulls that rely on malicious smart…

Cryptography and Security · Computer Science 2026-03-27 Jiaxin Chen , Ziwei Li , Zigui Jiang , Ruihong He , Yantong Zhou , Jiajing Wu , Zibin Zheng

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

Solana is an emerging blockchain platform, recognized for its high throughput and low transaction costs, positioning it as a preferred infrastructure for Decentralized Finance (DeFi), Non-Fungible Tokens (NFTs), and other Web 3.0…

Software Engineering · Computer Science 2025-04-28 Xiaoye Zheng , Zhiyuan Wan , David Lo , Difan Xie , Xiaohu Yang

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

Phishing is one of the most severe cyber-attacks where researchers are interested to find a solution. In phishing, attackers lure end-users and steal their personal in-formation. To minimize the damage caused by phishing must be detected as…

Cryptography and Security · Computer Science 2021-04-07 P. Kalaharsha , B. M. Mehtre

Recently, blockchain technology has become a topic in the spotlight but also a hotbed of various cybercrimes. Among them, phishing scams on blockchain have been found making a notable amount of money, thus emerging as a serious threat to…

Social and Information Networks · Computer Science 2021-01-01 Jiajing Wu , Qi Yuan , Dan Lin , Wei You , Weili Chen , Chuan Chen , Zibin Zheng

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

Phishing is the combination of social engineering and technical exploits designed to convince a victim to provide personal information, usually for the monetary gain of the attacker. Phishing has become the most popular practice among the…

Cryptography and Security · Computer Science 2011-10-04 Aanchal Jain , Vineet Richariya

Solana gained considerable attention as one of the most popular blockchain platforms for deploying decentralized applications. Compared to Ethereum, however, we observe a lack of research on how Solana smart contract developers handle…

Cryptography and Security · Computer Science 2024-06-21 Sébastien Andreina , Tobias Cloosters , Lucas Davi , Jens-Rene Giesen , Marco Gutfleisch , Ghassan Karame , Alena Naiakshina , Houda Naji

Solana has quickly emerged as a popular platform for building decentralized applications (DApps), such as marketplaces for non-fungible tokens (NFTs). A key reason for its success are Solana's low transaction fees and high performance,…

Cryptography and Security · Computer Science 2024-12-17 Sven Smolka , Jens-Rene Giesen , Pascal Winkler , Oussama Draissi , Lucas Davi , Ghassan Karame , Klaus Pohl

Rug pulls in Solana have caused significant damage to users interacting with Decentralized Finance (DeFi). A rug pull occurs when developers exploit users' trust and drain liquidity from token pools on Decentralized Exchanges (DEXs),…

Cryptography and Security · Computer Science 2025-04-11 Abdulrahman Alhaidari , Bhavani Kalal , Balaji Palanisamy , Shamik Sural

Phishing is an increasingly sophisticated form of cyberattack that is inflicting huge financial damage to corporations throughout the globe while also jeopardizing individuals' privacy. Attackers are constantly devising new methods of…

Cryptography and Security · Computer Science 2024-03-18 Asif Newaz , Farhan Shahriyar Haq , Nadim Ahmed

The Solana blockchain was created by Anatoly Yakovenko of Solana Labs and was introduced in 2017, employing a novel transaction verification method. However, at the same time, the innovation process introduced some new security issues. The…

Cryptography and Security · Computer Science 2025-04-11 Xiangfan Wu , Ju Xing , Xiaoqi Li

Phishing attacks are an increasingly potent web-based threat, with nearly 1.5 million websites created on a monthly basis. In this work, we present the first study towards identifying such attacks through phishing reports shared by users on…

Cryptography and Security · Computer Science 2021-12-23 Sayak Saha Roy , Unique Karanjit , Shirin Nilizadeh

Phishing detection on Ethereum has increasingly leveraged advanced machine learning techniques to identify fraudulent transactions. However, limited attention has been given to understanding the effectiveness of feature selection strategies…

Cryptography and Security · Computer Science 2025-04-28 Ahod Alghuried , Abdulaziz Alghamdi , Ali Alkinoon , Soohyeon Choi , Manar Mohaisen , David Mohaisen

Phishing and spear-phishing are typical examples of masquerade attacks since trust is built up through impersonation for the attack to succeed. Given the prevalence of these attacks, considerable research has been conducted on these…

Cryptography and Security · Computer Science 2019-11-05 Avisha Das , Shahryar Baki , Ayman El Aassal , Rakesh Verma , Arthur Dunbar

Phishing is a major problem on the Web. Despite the significant attention it has received over the years, there has been no definitive solution. While the state-of-the-art solutions have reasonably good performance, they require a large…

Cryptography and Security · Computer Science 2016-04-26 Samuel Marchal , Kalle Saari , Nidhi Singh , N. Asokan

The Ethereum Virtual Machine (EVM) is a decentralized computing engine. It enables the Ethereum blockchain to execute smart contracts and decentralized applications (dApps). The increasing adoption of Ethereum sparked the rise of phishing…

Cryptography and Security · Computer Science 2025-06-25 Pasquale De Rosa , Simon Queyrut , Yérom-David Bromberg , Pascal Felber , Valerio Schiavoni

In this paper, we design and implement a web crawler system based on the Solana blockchain for the automated collection and analysis of market data for popular non-fungible tokens (NFTs) on the chain. Firstly, the basic information and…

Cryptography and Security · Computer Science 2026-02-03 Chengxin Shen , Zhongwen Li , Xiaoqi Li , Zongwei Li

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
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