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相关论文: How to Securely Prune Bitcoin's Blockchain

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Popular cryptocurrencies continue to face serious scalability issues due to their ever-growing blockchains. Thus, modern blockchain designs began to prune old blocks and rely on recent snapshots for their bootstrapping processes instead.…

密码学与安全 · 计算机科学 2021-11-29 Roman Matzutt , Benedikt Kalde , Jan Pennekamp , Arthur Drichel , Martin Henze , Klaus Wehrle

Bitcoin is the first successful decentralized global digital cash system. Its mining process requires intense computational resources, therefore its usefulness remains a disputable topic. We aim to solve three problems with Bitcoin and…

密码学与安全 · 计算机科学 2016-08-25 Alexander Chepurnoy , Mario Larangeira , Alexander Ojiganov

In this paper, we propose a scheme called securePrune for reducing the storage space of a full node and synchronization time of bootstrapping nodes joining the Peer-to-Peer (P2P) network in an Unspent Transaction Outputs (UTXO) based…

分布式、并行与集群计算 · 计算机科学 2020-10-13 Swaroopa Reddy B

Private Transformer inference using cryptographic protocols offers promising solutions for privacy-preserving machine learning; however, it still faces significant runtime overhead (efficiency issues) and challenges in handling long-token…

机器学习 · 计算机科学 2025-03-07 Yancheng Zhang , Jiaqi Xue , Mengxin Zheng , Mimi Xie , Mingzhe Zhang , Lei Jiang , Qian Lou

Despite the fact that it is publicly available, collecting and processing the full bitcoin blockchain data is not trivial. Its mere size, history, and other features indeed raise quite specific challenges, that we address in this paper. The…

社会与信息网络 · 计算机科学 2021-06-16 Jules Azad Emery , Matthieu Latapy

A cryptocurrency is a decentralized digital currency that is designed for secure and private asset transfer and storage. As a currency, it should be difficult to counterfeit and double-spend. In this paper, we review and analyze the major…

密码学与安全 · 计算机科学 2019-04-26 Ehab Zaghloul , Tongtong Li , Matt Mutka , Jian Ren

With the development of blockchain, the huge history data limits the scalability of the blockchain. This paper proposes to downsample these data to reduce the storage overhead of nodes. These nodes keep good independency, if downsampling…

密码学与安全 · 计算机科学 2019-11-28 Qin Huang , Li Quan , Shengli Zhang

Blockchains use peer-to-peer networks for disseminating information among peers, but these networks currently do not have any provable guarantees for desirable properties such as Byzantine fault tolerance, good connectivity and small…

分布式、并行与集群计算 · 计算机科学 2022-02-01 Vijeth Aradhya , Seth Gilbert , Aquinas Hobor

As an emerging technology, blockchain has achieved great success in numerous application scenarios, from intelligent healthcare to smart cities. However, a long-standing bottleneck hindering its further development is the massive resource…

密码学与安全 · 计算机科学 2020-04-21 Yinqiu Liu , Kai Qian , Jianli Chen , Kun Wang , Lei He

The constantly growing size of blockchains becomes a challenge with the increasing usage. Especially the storage of unwanted data in a blockchain is an issue, because it cannot be removed naturally. In order to counteract this problem, we…

密码学与安全 · 计算机科学 2021-01-15 Peter Hillmann , Marcus Knüpfer , Erik Heiland , Andreas Karcher

Blockchains have shown great promise as peer-to-peer digital currency systems over the past 10 years. However, with increased popularity, the demand for processing transactions has also grown leading to increased costs, confirmation times,…

密码学与安全 · 计算机科学 2018-11-02 Karl J. Kreder

Bitcoin is the most successful cryptocurrency so far. This is mainly due to its novel consensus algorithm, which is based on proof-of-work combined with a cryptographically-protected data structure and a rewarding scheme that incentivizes…

密码学与安全 · 计算机科学 2019-05-24 Pawel Szalachowski , Daniel Reijsbergen , Ivan Homoliak , Siwei Sun

Deployment of Transformer models on edge devices is becoming increasingly challenging due to the exponentially growing inference cost that scales quadratically with the number of tokens in the input sequence. Token pruning is an emerging…

计算机视觉与模式识别 · 计算机科学 2024-04-09 Hongjie Wang , Bhishma Dedhia , Niraj K. Jha

Block pruning, which eliminates contiguous blocks of weights, is a structural pruning method that can significantly enhance the performance of neural processing units (NPUs). In industrial applications, an ideal block pruning algorithm…

计算机视觉与模式识别 · 计算机科学 2024-12-06 Guanhua Ding , Zexi Ye , Zhen Zhong , Gang Li , David Shao

One decade ago, Bitcoin was introduced, becoming the first cryptocurrency and establishing the concept of "blockchain" as a distributed ledger. As of today, there are many different implementations of cryptocurrencies working over a…

神经与进化计算 · 计算机科学 2019-07-26 Alejandro Baldominos , Yago Saez

Since its advent in 2009, Bitcoin, a cryptography-enabled peer-to-peer digital payment system, has been gaining increasing attention from both academia and industry. An effort designed to overcome a cluster of bottlenecks inherent in…

密码学与安全 · 计算机科学 2021-05-18 Ling Cheng , Feida Zhu , Huiwen Liu , Chunyan Miao

Today's world is organized based on merit and value. A single global currency that's decentralized is needed for a global economy. Bitcoin is a partial solution to this need, however it suffers from scalability problems which prevent it…

分布式、并行与集群计算 · 计算机科学 2020-10-29 Iurii Shyshatsky , Vinod Manoharan , Taras Emelyanenko , Lucas Leger

Though network pruning receives popularity in reducing the complexity of convolutional neural networks (CNNs), it remains an open issue to concurrently maintain model accuracy as well as achieve significant speedups on general CPUs. In this…

计算机视觉与模式识别 · 计算机科学 2022-10-18 Mingbao Lin , Yuxin Zhang , Yuchao Li , Bohong Chen , Fei Chao , Mengdi Wang , Shen Li , Yonghong Tian , Rongrong Ji

We give an explicit definition of decentralization and show you that decentralization is almost impossible for the current stage and Bitcoin is the first truly noncentralized currency in the currency history. We propose a new framework of…

计算工程、金融与科学 · 计算机科学 2016-09-12 Xiaochao Qian

Convolutional neural network (CNN) has been widely used for vision-based tasks. Due to the high computational complexity and memory storage requirement, it is hard to directly deploy a full-precision CNN on embedded devices. The…

计算机视觉与模式识别 · 计算机科学 2018-02-06 Yixing Li , Fengbo Ren
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