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Decentralized systems built around blockchain technology promise clients an immutable ledger. They add a transaction to the ledger after it undergoes consensus among the replicas that run a Proof-of-Stake (PoS) or Byzantine Fault-Tolerant…

密码学与安全 · 计算机科学 2025-08-08 Junchao Chen , Suyash Gupta , Alberto Sonnino , Lefteris Kokoris-Kogias , Mohammad Sadoghi

Permissionless blockchain technology offers numerous potential benefits for decentralised applications, such as security, transparency, and openness. BFT-based consensus mechanisms are widely adopted in the permissioned blockchain to meet…

密码学与安全 · 计算机科学 2024-07-08 Ziqiang Xu , Ahmad Salehi Shahraki , Naveen Chilamkurti

Blockchain consensus is a state whereby each node in a network agrees on the current state of the blockchain. Existing protocols achieve consensus via a contest or voting procedure to select one node as a dictator to propose new blocks.…

理论经济学 · 经济学 2022-06-22 Joshua S. Gans , Richard Holden

The requirement for privacy-aware machine learning increases as we continue to use PII (Personally Identifiable Information) within machine training. To overcome these privacy issues, we can apply Fully Homomorphic Encryption (FHE) to…

密码学与安全 · 计算机科学 2025-03-07 William J Buchanan , Hisham Ali

Homomorphic encryption (HE) is a promising cryptographic technique for enabling secure collaborative machine learning in the cloud. However, support for homomorphic computation on ciphertexts under multiple keys is inefficient. Current…

密码学与安全 · 计算机科学 2019-11-12 Asma Aloufi , Peizhao Hu

The consensus protocol is a critical component of distributed ledgers and blockchains. Achieving consensus over a decentralized network poses challenges to transaction finality and performance. Currently, the highest-performing consensus…

密码学与安全 · 计算机科学 2024-08-09 Pascal Berrang , Inês Cruz , Bruno França , Philipp von Styp-Rekowsky , Marvin Wissfeld

We consider leader election in anonymous radio networks modeled as simple undirected connected graphs. Nodes communicate in synchronous rounds. Nodes are anonymous and execute the same deterministic algorithm, so symmetry can be broken only…

分布式、并行与集群计算 · 计算机科学 2020-02-10 Avery Miller , Andrzej Pelc , Ram Narayan Yadav

With the development of Shor's algorithm, some nondeterministic polynomial (NP) time problems (e.g. prime factorization problems and discrete logarithm problems) may be solved in polynomial time. In recent years, although some homomorphic…

密码学与安全 · 计算机科学 2024-02-23 Abel C. H. Chen

Secure function evaluation (SFE) is the process of computing a function (or running an algorithm) on some data, while keeping the input, output and intermediate results hidden from the environment in which the function is evaluated. This…

密码学与安全 · 计算机科学 2013-12-12 Stefan Rass

Ensuring ballot secrecy is critical for fair and trustworthy electronic voting systems, yet achieving strong secrecy guarantees in decentralized, large-scale elections remains challenging. This paper proposes the concept of collectively…

The success of deep learning in supervised fine-grained recognition for domain-specific tasks relies heavily on expert annotations. The Open-Set for fine-grained Self-Supervised Learning (SSL) problem aims to enhance performance on…

计算机视觉与模式识别 · 计算机科学 2024-12-24 Prajwal Singh , Gautam Vashishtha , Indra Deep Mastan , Shanmuganathan Raman

The private chain-based Internet of Things (IoT) system ensures the security of cross-organizational data sharing. As a widely used consensus model in private chains, the leader-based state-machine replication (SMR) model meets the…

网络与互联网体系结构 · 计算机科学 2021-09-21 Dongjie Zhu , Haiwen Du , Yundong Sun , Zhaoshuo Tian

Multi-party data management and blockchain systems require data sharing among participants. To provide resilient and consistent data sharing, transactions engines rely on Byzantine FaultTolerant consensus (BFT), which enables operations…

数据库 · 计算机科学 2021-02-24 Suyash Gupta , Jelle Hellings , Sajjad Rahnama , Mohammad Sadoghi

Threshold fully homomorphic encryption (ThFHE) enables multiple parties to compute functions over their sensitive data without leaking data privacy. Most of existing ThFHE schemes are restricted to full threshold and require the…

密码学与安全 · 计算机科学 2025-01-22 Yijia Chang , Songze Li

Given a small set of labeled data and a large set of unlabeled data, semi-supervised learning (SSL) attempts to leverage the location of the unlabeled datapoints in order to create a better classifier than could be obtained from supervised…

机器学习 · 计算机科学 2022-05-25 Michael C. Burkhart , Kyle Shan

The LMD GHOST consensus protocol is a critical component of proof-of-stake Ethereum. In its current form, this protocol is brittle, as evidenced by recent attacks and patching attempts. We propose Goldfish, a new protocol that satisfies key…

密码学与安全 · 计算机科学 2024-01-02 Francesco D'Amato , Joachim Neu , Ertem Nusret Tas , David Tse

Privacy computing involves the extensive exchange and processing of encrypted data. For the parties involved in these interactions, how to determine the consistency of exchanged data without accessing the original data, ensuring tamper…

密码学与安全 · 计算机科学 2024-10-24 Huang Neng

Average consensus is fundamental for distributed systems since it underpins key functionalities of such systems ranging from distributed information fusion, decision-making, to decentralized control. In order to reach an agreement, existing…

系统与控制 · 计算机科学 2017-09-21 Minghao Ruan , Muaz Ahmad , Yongqiang Wang

FHE-SQL is a privacy-preserving database system that enables secure query processing on encrypted data using Fully Homomorphic Encryption (FHE), providing privacy guaranties where an untrusted server can execute encrypted queries without…

密码学与安全 · 计算机科学 2025-10-20 Po-Yu Tseng , Po-Chu Hsu , Shih-Wei Liao

Quantum computers promise not only to outperform classical machines for certain important tasks, but also to preserve privacy of computation. For example, the blind quantum computing protocol enables secure delegated quantum computation,…