Papers, ranked by score

Ordered by a blend of empirical rigor (60%) and math complexity (40%).

Bitcoin Research with a Transaction Graph Dataset

Bitcoin, launched in 2008 by Satoshi Nakamoto, established a new digital economy where value can be stored and transferred in a fully decentralized manner - alleviating the need for a central authority. This paper introduces a large scale dataset in the form of a transactions graph representing tran

Street Traders Math 2.5 Rigor 8 ·  November 15, 2024

Assessing the Efficacy of Heuristic-Based Address Clustering for Bitcoin

Exploring transactions within the Bitcoin blockchain entails examining the transfer of bitcoins among several hundred million entities. However, it is often impractical and resource-consuming to study such a vast number of entities. Consequently, entity clustering serves as an initial step in most a

Street Traders Math 3.5 Rigor 6.5 ·  March 1, 2024

Heuristics for Detecting CoinJoin Transactions on the Bitcoin Blockchain

This research delves into the intricacies of Bitcoin, a decentralized peer-to-peer network, and its associated blockchain, which records all transactions since its inception. While this ensures integrity and transparency, the transparent nature of Bitcoin potentially compromises users’ privacy right

Street Traders Math 2.5 Rigor 7 ·  November 21, 2023

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