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In this paper, we represent the problem of selecting miners within a blockchain-based system as a subset selection problem. We formulate the problem of minimising blockchain energy consumption as an optimisation problem with two conflicting…

神经与进化计算 · 计算机科学 2021-06-23 Akram Alofi , Mahmoud A. Bokhari , Robert Hendley , Rami Bahsoon

The temporal nature of modeling accounts as nodes and transactions as directed edges in a directed graph -- for a blockchain, enables us to understand the behavior (malicious or benign) of the accounts. Predictive classification of accounts…

机器学习 · 计算机科学 2021-01-29 Rachit Agarwal , Shikhar Barve , Sandeep K. Shukla

The rise of Ethereum has lead to a flourishing decentralized marketplace that has, unfortunately, fallen victim to frontrunning and Maximal Extractable Value (MEV) activities, where savvy participants game transaction orderings within a…

密码学与安全 · 计算机科学 2022-09-29 Ben Weintraub , Christof Ferreira Torres , Cristina Nita-Rotaru , Radu State

Recent estimates put the carbon footprint of Bitcoin and Ethereum at an average of 64 and 26 million tonnes of CO2 per year, respectively. To address this growing problem, several possible approaches have been proposed in the literature:…

网络与互联网体系结构 · 计算机科学 2025-12-05 Danila Valko , Daniel Kudenko

Machine learning has recently enabled large advances in artificial intelligence, but these results can be highly centralized. The large datasets required are generally proprietary; predictions are often sold on a per-query basis; and…

人工智能 · 计算机科学 2020-09-23 Justin D. Harris

Poorly designed smart contracts are particularly vulnerable, as they may allow attackers to exploit weaknesses and steal the virtual currency they manage. In this study, we train a model using unsupervised learning to identify…

密码学与安全 · 计算机科学 2025-04-15 Hong-Sheng Huang , Jen-Yi Ho , Hao-Wen Chen , Hung-Min Sun

Eclipse attacks isolate blockchain nodes by monopolizing their peer-to-peer connections. The attacks were extensively studied in Bitcoin (SP'15, SP'20, CCS'21, SP'23) and Monero (NDSS'25), but their practicality against Ethereum nodes…

密码学与安全 · 计算机科学 2026-05-01 Ruisheng Shi , Yuxuan Liang , Zijun Guo , Qin Wang , Lina Lan , Chenfeng Wang , Zhuoyi Zheng

Despite the tremendous interest in cryptocurrencies like Bitcoin and Ethereum today, many aspects of the underlying consensus protocols are poorly understood. Therefore, the search for protocols that improve either throughput or security…

密码学与安全 · 计算机科学 2021-09-01 Ignacio Amores-Sesar , Christian Cachin , Anna Parker

Proof-of-Work mining is intended to provide blockchains with robustness against double-spend attacks. However, an economic analysis that follows from Budish (2018), which considers free entry conditions together with the ability to rent…

密码学与安全 · 计算机科学 2020-02-26 Daniel J. Moroz , Daniel J. Aronoff , Neha Narula , David C. Parkes

The Bitcoin payment system involves two agent types: Users that transact with the currency and pay fees and miners in charge of authorizing transactions and securing the system in return for these fees. Two of Bitcoin's challenges are (i)…

密码学与安全 · 计算机科学 2022-03-15 Ron Lavi , Or Sattath , Aviv Zohar

In a Proof-of-Work blockchain such as Bitcoin mining hashrate is increasing in the block reward. An increase in hashrate reduces network vulnerability to attack (a reduction in security cost) while increasing carbon emissions and…

密码学与安全 · 计算机科学 2025-08-25 Daniel Aronoff

In this paper, we consider a variety of multi-state Hidden Markov models for predicting and explaining the Bitcoin, Ether and Ripple returns in the presence of state (regime) dynamics. In addition, we examine the effects of several…

应用统计 · 统计学 2020-12-08 Constandina Koki , Stefanos Leonardos , Georgios Piliouras

Conventional financial models fail to explain the economic and monetary properties of cryptocurrencies due to the latter's dual nature: their usage as financial assets on the one side and their tight connection to the underlying blockchain…

计量经济学 · 经济学 2021-07-20 Constandina Koki , Stefanos Leonardos , Georgios Piliouras

EIP-1559 is a proposal to make several tightly coupled additions to Ethereum's transaction fee mechanism, including variable-size blocks and a burned base fee that rises and falls with demand. This report assesses the game-theoretic…

计算机科学与博弈论 · 计算机科学 2020-12-03 Tim Roughgarden

Blockchain based systems allow various kinds of financial transactions to be executed in a decentralized manner. However, these systems often rely on a trusted third party (oracle) to get correct information about the real-world events,…

人工智能 · 计算机科学 2020-07-28 Naman Goel , Cyril van Schreven , Aris Filos-Ratsikas , Boi Faltings

Modern cryptocurrency systems, such as Ethereum, permit complex financial transactions through scripts called smart contracts. These smart contracts are executed many, many times, always without real concurrency. First, all smart contracts…

分布式、并行与集群计算 · 计算机科学 2017-02-16 Thomas Dickerson , Paul Gazzillo , Maurice Herlihy , Eric Koskinen

Ethereum's Gas mechanism attempts to set transaction fees in accordance with the computational cost of transaction execution: a cost borne by default by every node on the network to ensure correct smart contract execution. Gas encourages…

密码学与安全 · 计算机科学 2019-05-03 Renlord Yang , Toby Murray , Paul Rimba , Udaya Parampalli

The Lightning Network is a scaling solution for Bitcoin that promises to enable rapid and private payment processing. In Lightning, multi-hop payments are secured by utilizing Hashed Time-Locked Contracts (HTLCs) and encrypted on the…

网络与互联网体系结构 · 计算机科学 2020-06-23 Elias Rohrer , Florian Tschorsch

In a PoW-based blockchain network, mining pools (the solo miner could be regarded as a mining pool containing one miner) compete to successfully mine blocks to pursue rewards. Generally, the rewards include the fixed block subsidies and…

计算机科学与博弈论 · 计算机科学 2021-10-20 Jinmian Chen , Yukun Cheng , Zhiqi Xu , Yan Cao

Traditionally, threshold secret sharing (TSS) schemes assume all parties have equal weight, yet emerging systems like blockchains reveal disparities in party trustworthiness, such as stake or reputation. Weighted Secret Sharing (WSS)…

密码学与安全 · 计算机科学 2025-06-02 Kareem Shehata , Han Fangqi , Sri AravindaKrishnan Thyagarajan
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