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Blockchains are still perceived chiefly as a new technology. But each blockchain is also a community and a social experiment, built around social consensus. Here I discuss three examples showing how collective intelligence can help, threat…

Physics and Society · Physics 2021-07-13 Andrea Baronchelli

The purpose of this work was to perform a network analysis on the rapidly growing bitcoin transaction network. Using a web-socket API, we collected data on all transactions occurring during a six hour window. Sender and receiver addresses…

Social and Information Networks · Computer Science 2022-07-05 Lambert T. Leong

We show how third-party web trackers can deanonymize users of cryptocurrencies. We present two distinct but complementary attacks. On most shopping websites, third party trackers receive information about user purchases for purposes of…

Cryptography and Security · Computer Science 2017-08-17 Steven Goldfeder , Harry Kalodner , Dillon Reisman , Arvind Narayanan

A precise definition of what constitutes a community in networks has remained elusive. Consequently, network scientists have compared community detection algorithms on benchmark networks with a particular form of community structure and…

Social and Information Networks · Computer Science 2020-05-08 Martin Rosvall , Jean-Charles Delvenne , Michael T. Schaub , Renaud Lambiotte

One reason for the popularity of Bitcoin is due to its anonymity. Although several heuristics have been used to break the anonymity, new approaches are proposed to enhance its anonymity at the same time. One of them is the mixing service.…

Cryptography and Security · Computer Science 2021-03-03 Lei Wu , Yufeng Hu , Yajin Zhou , Haoyu Wang , Xiaopu Luo , Zhi Wang , Fan Zhang , Kui Ren

Bitcoin and many other similar Cryptocurrencies have been in existence for over a decade, prominently focusing on decentralized, pseudo-anonymous ledger-based transactions. Many protocol improvements and changes have resulted in new…

Cryptography and Security · Computer Science 2024-09-10 Chaitanya Rahalkar , Anushka Virgaonkar

We increasingly live in a world where there is a balance between the rights to privacy and the requirements for consent, and the rights of society to protect itself. Within this world, there is an ever-increasing requirement to protect the…

Computers and Society · Computer Science 2019-07-30 Simon Dyson , William J Buchanan , Liam Bell

Cryptocurrency users increasingly rely on obfuscation techniques such as mixers, swappers, and decentralised or no-KYC exchanges to protect their anonymity. However, at the same time, these services are exploited by criminals to conceal and…

Cryptography and Security · Computer Science 2025-04-17 Francesco Zola , Jon Ander Medina , Andrea Venturi , Raul Orduna

Bitcoin relies on a peer-to-peer overlay network to broadcast transactions and blocks. From the viewpoint of network measurement, we would like to observe this topology so we can characterize its performance, fairness and robustness.…

Cryptography and Security · Computer Science 2018-12-11 Sergi Delgado-Segura , Surya Bakshi , Cristina Pérez-Solà , James Litton , Andrew Pachulski , Andrew Miller , Bobby Bhattacharjee

Bitcoin has increased investment interests in people during the last decade. We have seen an increase in the number of posts on social media platforms about cryptocurrency, especially Bitcoin. This project focuses on analyzing user tweet…

Artificial Intelligence · Computer Science 2024-12-04 Ashutosh Hathidara , Gaurav Atavale , Suyash Chaudhary

The cryptocurrency market is a very huge market without effective supervision. It is of great importance for investors and regulators to recognize whether there are market manipulation and its manipulation patterns. This paper proposes an…

General Finance · Quantitative Finance 2019-02-07 Weili Chen , Jun Wu , Zibin Zheng , Chuan Chen , Yuren Zhou

Blockchain is a distributed ledger, which is protected against malicious modifications by means of cryptographic tools, e.g. digital signatures and hash functions. One of the most prominent applications of blockchains is cryptocurrencies,…

Cryptography and Security · Computer Science 2019-12-20 E. O. Kiktenko , M. A. Kudinov , A. K. Fedorov

As the first decentralized peer-to-peer (P2P) cryptocurrency system allowing people to trade with pseudonymous addresses, Bitcoin has become increasingly popular in recent years. However, the P2P and pseudonymous nature of Bitcoin make…

Social and Information Networks · Computer Science 2022-01-20 Jiajing Wu , Jieli Liu , Weili Chen , Huawei Huang , Zibin Zheng , Yan Zhang

Payment channel networks, and the Lightning Network in particular, seem to offer a solution to the lack of scalability and privacy offered by Bitcoin and other blockchain-based cryptocurrencies. Previous research has focused on the…

Cryptography and Security · Computer Science 2021-01-22 George Kappos , Haaroon Yousaf , Ania Piotrowska , Sanket Kanjalkar , Sergi Delgado-Segura , Andrew Miller , Sarah Meiklejohn

Bitcoin is a digital currency designed to rely on a decentralized, trustless network of anonymous agents. Using a pseudonymous-address-linking procedure that achieves >99% sensitivity and >99% specificity, we reveal that between launch…

Computer Science and Game Theory · Computer Science 2022-06-08 Alyssa Blackburn , Christoph Huber , Yossi Eliaz , Muhammad S. Shamim , David Weisz , Goutham Seshadri , Kevin Kim , Shengqi Hang , Erez Lieberman Aiden

Utilizing graph analytics and learning has proven to be an effective method for exploring aspects of crypto economics such as network effects, decentralization, tokenomics, and fraud detection. However, the majority of existing research…

Computational Engineering, Finance, and Science · Computer Science 2024-03-12 Bingqiao Luo

Bitcoin is by far the most popular crypto-currency solution enabling peer-to-peer payments. Despite some studies highlighting the network does not provide full anonymity, it is still being heavily used for a wide variety of dubious…

Social and Information Networks · Computer Science 2019-12-30 Yining Hu , Suranga Seneviratne , Kanchana Thilakarathna , Kensuke Fukuda , Aruna Seneviratne

Cryptocurrencies based on decentralized systems, especially blockchain, are gaining popularity more than ever. Freedom advocates hail blockchain technology as a breakthrough in digital privacy and internet anonymity. Unfortunately, after…

Cryptography and Security · Computer Science 2021-10-18 Amin Aghaee

Bitcoin uses blockchain technology to maintain transactions order and provides probabilistic guarantee to prevent double-spending, assuming that an attacker's computational power does not exceed %50 of the network power. In this paper, we…

Cryptography and Security · Computer Science 2024-11-19 Ghader Ebrahimpour , Mohammad Sayad Haghighi

One of the fundamental applications for a practically useful system of money is remuneration. Information pertaining to the amount of compensation awarded to different individuals is often considered sensitive, commanding a certain degree…

Computers and Society · Computer Science 2017-03-14 S. Matthew English , Ehsan Nezhadian