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The anonymity of blockchain has accelerated the growth of illegal activities and criminal behaviors on cryptocurrency platforms. Although decentralization is one of the typical characteristics of blockchain, we urgently call for effective…

社会与信息网络 · 计算机科学 2022-01-25 Jie Shen , Jiajun Zhou , Yunyi Xie , Shanqing Yu , Qi Xuan

Anonymity networks are becoming increasingly popular in today's online world as more users attempt to safeguard their online privacy. Tor is currently the most popular anonymity network in use and provides anonymity to both users and…

密码学与安全 · 计算机科学 2022-01-27 Ishan Karunanayake , Nadeem Ahmed , Robert Malaney , Rafiqul Islam , Sanjay Jha

Payment channel networks are an approach to improve the scalability of blockchain-based cryptocurrencies. The Lightning Network is a payment channel network built for Bitcoin that is already used in practice. Because the Lightning Network…

密码学与安全 · 计算机科学 2025-05-22 Matthias Grundmann , Hannes Hartenstein

Graph neural networks (GNNs) have gained an increasing amount of popularity due to their superior capability in learning node embeddings for various graph inference tasks, but training them can raise privacy concerns. To address this, we…

机器学习 · 计算机科学 2023-09-08 Xiaochen Zhu , Vincent Y. F. Tan , Xiaokui Xiao

In this paper we address the issue of identity and access control within shared permissioned blockchains. We propose the ChainAchor system that provides anonymous but verifiable identities for entities on the blockchain. ChainAchor also…

密码学与安全 · 计算机科学 2019-03-13 Thomas Hardjono , Alex Pentland

Clients of permissionless blockchain systems, like Bitcoin, rely on an underlying peer-to-peer network to send and receive transactions. It is critical that a client is connected to at least one honest peer, as otherwise the client can be…

密码学与安全 · 计算机科学 2020-07-07 Bithin Alangot , Daniel Reijsbergen , Sarad Venugopalan , Pawel Szalachowski

The Lightning Network, a payment channel network with a market cap of over 192M USD, is designed to resolve Bitcoin's scalability issues through fast off-chain transactions. There are multiple Lightning Network client implementations, all…

密码学与安全 · 计算机科学 2024-05-06 Ben Weintraub , Satwik Prabhu Kumble , Cristina Nita-Rotaru , Stefanie Roos

The Bitcoin Lightning Network (BLN) was launched in 2018 to scale up the number of transactions between Bitcoin owners. Although several contributions concerning the analysis of the BLN binary structure have recently appeared in the…

物理与社会 · 物理学 2023-01-02 Jian-Hong Lin , Emiliano Marchese , Claudio J. Tessone , Tiziano Squartini

In the cryptographic currency Bitcoin, all transactions are recorded in the blockchain - a public, global, and immutable ledger. Because transactions are public, Bitcoin and its users employ obfuscation to maintain a degree of financial…

计算机与社会 · 计算机科学 2017-06-30 Arvind Narayanan , Malte Möser

While anonymity networks such as Tor provide invaluable privacy guarantees to society, they also enable all kinds of criminal activities. Consequently, many blameless citizens shy away from protecting their privacy using such technology for…

密码学与安全 · 计算机科学 2026-01-30 Eric Wagner , Roman Matzutt , Martin Henze

This paper presents an efficient framework for private Transformer inference that combines Homomorphic Encryption (HE) and Secure Multi-party Computation (MPC) to protect data privacy. Existing methods often leverage HE for linear layers…

密码学与安全 · 计算机科学 2025-09-03 Tianshi Xu , Wen-jie Lu , Jiangrui Yu , Chen Yi , Chenqi Lin , Runsheng Wang , Meng Li

Cryptocurrencies, such as Bitcoin and Ethereum, are becoming increasingly prevalent mainly due to their anonymity, decentralization, transparency, and security. However, the completely public ledger makes the trace and analysis of each…

密码学与安全 · 计算机科学 2022-11-18 Shuo Chen , Shaikh Muhammad Uzair Norman

Payment channel networks, such as Bitcoin's Lightning Network, promise to improve the scalability of blockchain systems by processing the majority of transactions off-chain. Due to the design, the positioning of nodes in the network…

网络与互联网体系结构 · 计算机科学 2021-02-19 Kimberly Lange , Elias Rohrer , Florian Tschorsch

Recently, graph matching algorithms have been successfully applied to the problem of network de-anonymization, in which nodes (users) participating to more than one social network are identified only by means of the structure of their links…

社会与信息网络 · 计算机科学 2015-08-11 C. F Chiasserini , M. Garetto , E. Leonardi

Proof of work blockchain protocols using multiple hash types are considered. It is proven that the security region of such a protocol cannot be the AND of a 51\% attack on all the hash types. Nevertheless, a protocol called Merged Bitcoin…

密码学与安全 · 计算机科学 2026-01-15 Christopher Blake , Chen Feng , Xuachao Wang , Qianyu Yu

The Lightning Network, known for its millisecond settlement speeds and low transaction fees, offers a compelling alternative to traditional payment processors, which often have higher fees and longer processing times. This is particularly…

密码学与安全 · 计算机科学 2023-12-08 Jeffy Yu

Many tracking companies collect user data and sell it to data markets and advertisers. While they claim to protect user privacy by anonymizing the data, our research reveals that significant privacy risks persist even with anonymized data.…

密码学与安全 · 计算机科学 2026-02-12 Ruisheng Shi , Zhiyuan Peng , Tong Fu , Lina Lan , Qin Wang , Jiaqi Zeng

Bitcoin is the most common cryptocurrency involved in cyber scams. Cybercriminals often utilize pseudonymity and privacy protection mechanism associated with Bitcoin transactions to make their scams virtually untraceable. The Ponzi scheme…

密码学与安全 · 计算机科学 2022-10-27 Puyang Zhao , Wei Tian , Lefu Xiao , Xinhui Liu , Jingjin Wu

Web query log data contain information useful to research; however, release of such data can re-identify the search engine users issuing the queries. These privacy concerns go far beyond removing explicitly identifying information such as…

数据库 · 计算机科学 2010-12-06 Amin Milani Fard , Ke Wang

Analyzing data owned by several parties while achieving a good trade-off between utility and privacy is a key challenge in federated learning and analytics. In this work, we introduce a novel relaxation of local differential privacy (LDP)…

机器学习 · 计算机科学 2022-03-08 Edwige Cyffers , Aurélien Bellet