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We introduce EtherBee, a global dataset integrating detailed Ethereum node metrics, network traffic metadata, and honeypot interaction logs collected from ten geographically diverse vantage points over three months. By correlating node data…

Networking and Internet Architecture · Computer Science 2025-05-27 Scott Seidenberger , Anindya Maiti

Recently, graph embedding techniques have been widely used in the analysis of various networks, but most of the existing embedding methods omit the network dynamics and the multiplicity of edges, so it is difficult to accurately describe…

Social and Information Networks · Computer Science 2021-01-07 Jiajing Wu , Dan Lin , Zibin Zheng , Qi Yuan

The meme coin ecosystem has grown into one of the most active yet least observable segments of the cryptocurrency market, characterized by extreme churn, minimal project commitment, and widespread fraudulent behavior. While countless meme…

Cryptography and Security · Computer Science 2026-02-02 Alberto Maria Mongardini , Alessandro Mei

As the largest public blockchain-based platform supporting smart contracts, Ethereum has accumulated a large number of user transaction records since its debut in 2014. Analysis of Ethereum transaction records, however, is still relatively…

Social and Information Networks · Computer Science 2021-01-01 Dan Lin , Jiajing Wu , Qi Yuan , Zibin Zheng

Understanding the economic intent of Ethereum transactions is critical for user safety, yet current tools expose only raw on-chain data or surface-level intent, leading to widespread "blind signing" (approving transactions without…

Computational Engineering, Finance, and Science · Computer Science 2026-03-19 Zifan Peng , Jingyi Zheng , Yule Liu , Huaiyu Jia , Qiming Ye , Jingyu Liu , Xufeng Yang , Mingchen Li , Qingyuan Gong , Xuechao Wang , Xinlei He

This study presents a structured dataset of blockchain-registered artificial intelligence agents under the ERC-8004 standard on Ethereum. The dataset integrates on-chain identity records, minting transactions, transfer events, reputation…

Databases · Computer Science 2026-04-27 Yulin Liu

Blockchain-based cryptocurrencies have received extensive attention recently. Massive data has been stored on permission-less blockchains. The analysis on massive blockchain data can bring huge business values. However, the lack of…

Cryptography and Security · Computer Science 2019-12-18 Peilin Zheng , Zibin Zheng , Hong-ning Dai

Ethereum's rapid ecosystem expansion and transaction anonymity have triggered a surge in malicious activity. Detection mechanisms currently bifurcate into three technical strands: expert-defined features, graph embeddings, and sequential…

Cryptography and Security · Computer Science 2025-09-05 Yifan Jia , Ye Tian , Liguo Zhang , Yanbin Wang , Jianguo Sun , Liangliang Song

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

Blockchain enables peer-to-peer transactions in cyberspace without a trusted third party. The rapid growth of Ethereum and smart contract blockchains generally calls for well-designed Transaction Fee Mechanisms (TFMs) to allocate limited…

General Economics · Economics 2023-05-05 Luyao Zhang , Fan Zhang

This paper introduces the Emirates Multi-Task (EMT) dataset, designed to support multi-task benchmarking within a unified framework. It comprises over 30,000 frames from a dash-camera perspective and 570,000 annotated bounding boxes,…

Computer Vision and Pattern Recognition · Computer Science 2025-05-26 Nadya Abdel Madjid , Murad Mebrahtu , Abdulrahman Ahmad , Abdelmoamen Nasser , Bilal Hassan , Naoufel Werghi , Jorge Dias , Majid Khonji

Ethereum relies on a peer-to-peer overlay network to propagate information. The knowledge of Ethereum network topology holds the key to understanding Ethereum's security, availability, and user anonymity. From a measurement perspective, an…

Networking and Internet Architecture · Computer Science 2021-10-01 Kai Li , Yuzhe Tang , Jiaqi Chen , Yibo Wang , Xianghong Liu

The number of blockchain interoperability protocols for transferring data and assets between blockchains has grown significantly. However, no open dataset of cross-chain transactions exists to study interoperability protocols in operation.…

Cryptography and Security · Computer Science 2025-03-19 André Augusto , André Vasconcelos , Miguel Correia , Luyao Zhang

Predicting cryptocurrency price trends remains a major challenge due to the volatility and complexity of digital asset markets. Artificial intelligence (AI) has emerged as a powerful tool to address this problem. This study proposes a…

In this paper, we introduce the MLM (Multiple Languages and Modalities) dataset - a new resource to train and evaluate multitask systems on samples in multiple modalities and three languages. The generation process and inclusion of semantic…

Machine Learning · Computer Science 2020-10-27 Jason Armitage , Endri Kacupaj , Golsa Tahmasebzadeh , Swati , Maria Maleshkova , Ralph Ewerth , Jens Lehmann

Classifying network traffic is the basis for important network applications. Prior research in this area has faced challenges on the availability of representative datasets, and many of the results cannot be readily reproduced. Such a…

Machine Learning · Computer Science 2021-06-09 Onur Barut , Yan Luo , Tong Zhang , Weigang Li , Peilong Li

Non-fungible tokens (NFTs) as a decentralized proof of ownership represent one of the main reasons why Ethereum is a disruptive technology. This paper presents the first systematic study of the interactions occurring in a number of NFT…

Social and Information Networks · Computer Science 2021-10-26 S. Casale-Brunet , P. Ribeca , P. Doyle , M. Mattavelli

The HuggingFace Datasets Hub hosts thousands of datasets, offering exciting opportunities for language model training and evaluation. However, datasets for a specific task type often have different schemas, making harmonization challenging.…

Computation and Language · Computer Science 2023-05-17 Damien Sileo

The emergence of Large Language Models (LLMs) offers a transformative interface for Web3, yet existing benchmarks fail to capture the complexity of translating high-level user intents into functionally correct, state-dependent on-chain…

Artificial Intelligence · Computer Science 2026-05-01 Zhuoran Pan , Yue Li , Zhi Guan , Jianbin Hu , Zhong Chen

The Ethereum network, built on the devp2p protocol stack, was designed to function as a "world computer" by supporting decentralized applications through a shared P2P infrastructure. However, the proliferation of blockchain forks has…

Networking and Internet Architecture · Computer Science 2025-01-28 Jiahao Luo
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