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We analyzed the associations between Bitcoin transactions and addresses to cluster address and further find groups of addresses controlled by the same entity. It revealed the vulnerabilities of Bitcoin anonymity mechanism, which could be…

密码学与安全 · 计算机科学 2022-05-13 He Xi , He Ketai , Lin Shenwen , Yang Jinglin , Mao Hongliang

Given the parallels between game theory and consensus, it makes sense to intelligently design blockchain or DAG protocols with an incentive-compatible-first mentality. To that end, we propose a new blockchain or DAG protocol enhancement…

计算机科学与博弈论 · 计算机科学 2018-04-19 Drew Stone

Continuous time models in the theory of real options give explicit formulas for optimal exercise strategies when options are simple and the price of an underlying asset follows a geometric Brownian motion. This paper suggests a general,…

其他凝聚态物理 · 物理学 2008-12-02 Svetlana Boyarchenko , Sergei Levendorskii

Stratum, the de-facto mining communication protocol used by blockchain based cryptocurrency systems, enables miners to reliably and efficiently fetch jobs from mining pool servers. In this paper we exploit Stratum's lack of encryption to…

密码学与安全 · 计算机科学 2017-03-21 Ruben Recabarren , Bogdan Carbunar

Proof-of-work allows Bitcoin to boast security amidst arbitrary fluctuations in participation of miners throughout time, so long as, at any point in time, a majority of hash power is honest. In recent years, however, the pendulum has…

密码学与安全 · 计算机科学 2025-08-12 Yuval Efron , Joachim Neu , Toniann Pitassi

Bitcoin is a popular digital currency for online payments, realized as a decentralized peer-to-peer electronic cash system. Bitcoin keeps a ledger of all transactions; the majority of the participants decides on the correct ledger. Since…

计算机科学中的逻辑 · 计算机科学 2015-11-16 Kaylash Chaudhary , Ansgar Fehnker , Jaco van de Pol , Marielle Stoelinga

Bitcoin mining hardware acquisition requires strategic timing due to volatile markets, rapid technological obsolescence, and protocol-driven revenue cycles. Despite mining's evolution into a capital-intensive industry, there is little…

机器学习 · 计算机科学 2026-05-26 Sithumi Wickramasinghe , Bikramjit Das , Dorien Herremans

Bitcoin as a cryptocurrency has been one of the most important digital coins and the first decentralized digital currency. Deep neural networks, on the other hand, has shown promising results recently; however, we require huge amount of…

统计金融 · 定量金融 2023-11-14 Parth Daxesh Modi , Kamyar Arshi , Pertami J. Kunz , Abdelhak M. Zoubir

In this paper we describe a new cryptosystem we call "The Hush Cryptosystem" for hiding encrypted data in innocent Arabic sentences. The main purpose of this cryptosystem is to fool observer-supporting software into thinking that the…

密码学与安全 · 计算机科学 2012-05-15 Sari Haj Hussein

The consensus protocol named proof of work (PoW) is widely applied by cryptocurrencies like Bitcoin. Although security of a PoW cryptocurrency is always the top priority, it is threatened by mining attacks like selfish mining. Researchers…

密码学与安全 · 计算机科学 2019-07-09 Hanqing Liu , Na Ruan , Joseph K. Liu

BitCoin transactions are malleable in a sense that given a transaction an adversary can easily construct an equivalent transaction which has a different hash. This can pose a serious problem in some BitCoin distributed contracts in which…

密码学与安全 · 计算机科学 2013-12-12 Marcin Andrychowicz , Stefan Dziembowski , Daniel Malinowski , Łukasz Mazurek

Proof-of-Stake blockchains based on a longest-chain consensus protocol are an attractive energy-friendly alternative to the Proof-of-Work paradigm. However, formal barriers to "getting the incentives right" were recently discovered, driven…

计算机科学与博弈论 · 计算机科学 2023-10-31 Matheus V. X. Ferreira , S. Matthew Weinberg

The availability of data on digital traces is growing to unprecedented sizes, but inferring actionable knowledge from large-scale data is far from being trivial. This is especially important for computational finance, where digital traces…

社会与信息网络 · 计算机科学 2016-05-13 David Garcia , Frank Schweitzer

This paper will propose a novel machine learning based portfolio management method in the context of the cryptocurrency market. Previous researchers mainly focus on the prediction of the movement for specific cryptocurrency such as the…

机器学习 · 计算机科学 2025-12-10 Zijiang Yang

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

The Nakamoto consensus protocol underlying the Bitcoin blockchain uses proof of work as a voting mechanism. Honest miners who contribute hashing power towards securing the chain try to extend the longest chain they are aware of. Despite its…

密码学与安全 · 计算机科学 2025-05-22 Mirza Ahad Baig , Krzysztof Pietrzak

Probabilistic programming languages (PPLs) are expressive means for creating and reasoning about probabilistic models. Unfortunately hybrid probabilistic programs, involving both continuous and discrete structures, are not well supported by…

编程语言 · 计算机科学 2024-06-25 Poorva Garg , Steven Holtzen , Guy Van den Broeck , Todd Millstein

This paper studies how to forecast daily closing price series of Bitcoin, using data on prices and volumes of prior days. Bitcoin price behaviour is still largely unexplored, presenting new opportunities. We compared our results with two…

统计金融 · 定量金融 2020-01-07 Nicola Uras , Lodovica Marchesi , Michele Marchesi , Roberto Tonelli

Proof of work cryptocurrencies began with the promise of a more egalitarian future with a decentralized monetary system with no powerful entities in charge. While this vision is far from realized, these cryptocurrencies are still touted to…

密码学与安全 · 计算机科学 2022-03-31 Sishan Long , Soumya Basu , Emin Gün Sirer

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.…

密码学与安全 · 计算机科学 2021-03-03 Lei Wu , Yufeng Hu , Yajin Zhou , Haoyu Wang , Xiaopu Luo , Zhi Wang , Fan Zhang , Kui Ren