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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

Recent work has demonstrated significant anonymity vulnerabilities in Bitcoin's networking stack. In particular, the current mechanism for broadcasting Bitcoin transactions allows third-party observers to link transactions to the IP…

Cryptography and Security · Computer Science 2018-05-29 Giulia Fanti , Shaileshh Bojja Venkatakrishnan , Surya Bakshi , Bradley Denby , Shruti Bhargava , Andrew Miller , Pramod Viswanath

The Lightning Network (LN) has emerged as a second-layer solution to Bitcoin's scalability challenges. The rise of Payment Channel Networks (PCNs) and their specific mechanisms incentivize individuals to join the network for profit-making…

Machine Learning · Computer Science 2024-11-27 Mahdi Salahshour , Amirahmad Shafiee , Mojtaba Tefagh

Since its 2009 genesis block, the Bitcoin network has processed >1.08 billion (B) transactions representing >8.72B BTC, offering rich potential for machine learning (ML); yet, its pseudonymity and obscured flow of funds inherent in its…

Machine Learning · Computer Science 2025-10-30 Vahid Jalili

Payment channel is a protocol which allows cryptocurrency users to route multiple transactions through network without committing them to the main blockchain network (mainnet). This ability makes them the most prominent solution to…

Computer Science and Game Theory · Computer Science 2021-07-08 MohammadAmin Fazli , Seyed Moeen Nehzati , MohammadAmin Salarkia

Bitcoin is a popular alternative to fiat money, widely used for its perceived anonymity properties. However, recent attacks on Bitcoin's peer-to-peer (P2P) network demonstrated that its gossip-based flooding protocols, which are used to…

Cryptography and Security · Computer Science 2017-03-28 Giulia Fanti , Pramod Viswanath

In this brief, we conduct a complex-network analysis of the Bitcoin transaction network. In particular, we design a new sampling method, namely random walk with flying-back (RWFB), to conduct effective data sampling. We then conduct a…

Social and Information Networks · Computer Science 2022-03-18 Bishenghui Tao , Hong-Ning Dai , Jiajing Wu , Ivan Wang-Hei Ho , Zibin Zheng , Chak Fong Cheang

With the popularity of Blockchain comes grave security-related concerns. Achieving privacy and traceability simultaneously remains an open question. Efforts have been made to address the issues, while they may subject to specific scenarios.…

Cryptography and Security · Computer Science 2020-01-10 Yue Zhang , Jian Weng , Jiasi Weng , Ming Li , Weiqi Luo

Orphan transactions are those whose parental income-sources are missing at the time that they are processed. These transactions are not propagated to other nodes until all of their missing parents are received, and they thus end up…

Cryptography and Security · Computer Science 2020-03-13 Muhammad Anas Imtiaz , David Starobinski , Ari Trachtenberg

Bitcoin is a digital currency which relies on a distributed set of miners to mint coins and on a peer-to-peer network to broadcast transactions. The identities of Bitcoin users are hidden behind pseudonyms (public keys) which are…

Cryptography and Security · Computer Science 2014-07-08 Alex Biryukov , Dmitry Khovratovich , Ivan Pustogarov

Cryptocurrencies are distributed systems that allow exchanges of native tokens among participants, or the exchange of such tokens for fiat currencies in markets external to these public ledgers. The availability of their complete historical…

The rise of cryptocurrencies like Bitcoin, which enable transactions with a degree of pseudonymity, has led to a surge in various illicit activities, including ransomware payments and transactions on darknet markets. These illegal…

Cryptography and Security · Computer Science 2023-06-16 Poupak Azad , Baris Coskunuzer , Murat Kantarcioglu , Cuneyt Gurcan Akcora

The very nature of operations in peer-to-peer systems such as BitTorrent exposes information about participants to their peers. Nodes desiring anonymity, therefore, often chose to route their peer-to-peer traffic through anonymity relays,…

Cryptography and Security · Computer Science 2011-08-16 Seth James Nielson , Dan S. Wallach

In PCNs, nodes that forward payments between a source and a receiver are paid a small fee if the payment is successful. The fee is a compensation for temporarily committing funds to the payment. However, payments may fail due to…

Computer Science and Game Theory · Computer Science 2023-10-09 Satwik Prabhu Kumble , Dick Epema , Stefanie Roos

The problem of anomaly detection has been studied for a long time, and many Network Analysis techniques have been proposed as solutions. Although some results appear to be quite promising, no method is clearly to be superior to the rest. In…

Social and Information Networks · Computer Science 2017-02-28 Thai Pham , Steven Lee

A blockchain, such as Bitcoin, is an append-only, secure, transparent, distributed ledger. A fair blockchain is expected to have healthy metrics; high honest mining power, low processing latency, i.e., low wait times for transactions and…

Cryptography and Security · Computer Science 2020-03-03 Shoeb Siddiqui , Ganesh Vanahalli , Sujit Gujar

The fundamental building blocks of the Bitcoin lightning network are bidirectional payment channels. We describe an extension of payment channels in the Proofgold network which allow the two parties to bet on whether a proposition will be…

Logic in Computer Science · Computer Science 2025-09-11 Chad E. Brown , Cezary Kaliszyk , Josef Urban

Payment channels were introduced to solve various eminent cryptocurrency scalability issues. Multiple payment channels build a network on top of a blockchain, the so-called layer 2. In this work, we analyze payment networks through the lens…

Computer Science and Game Theory · Computer Science 2019-12-11 Zeta Avarikioti , Lioba Heimbach , Yuyi Wang , Roger Wattenhofer

Payment channel networks (PCN) are used in cryptocurrencies to enhance the performance and scalability of off-chain transactions. Except for opening and closing of a payment channel, no other transaction requests accepted by a PCN are…

Cryptography and Security · Computer Science 2020-02-13 Subhra Mazumdar , Sushmita Ruj , Ram Govind Singh , Arindam Pal

Cryptocurrencies gained lots of attention mainly because of the anonymous way of online payment, which they suggested. Meanwhile, Bitcoin and other major cryptocurrencies have experienced severe deanonymization attacks. To address these…

Cryptography and Security · Computer Science 2022-04-06 Ardeshir Shojaeenasab , Amir Pasha Motamed , Behnam Bahrak
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