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The rapid advancement of large language models (LLMs) demands increasingly reliable evaluation, yet current centralized evaluation suffers from opacity, overfitting, and hardware-induced variance. Our empirical analysis reveals an alarming…

人工智能 · 计算机科学 2026-02-10 Yifan Yang , Jinjia Li , Kunxi Li , Puhao Zheng , Yuanyi Wang , Zheyan Qu , Yang Yu , Jianmin Wu , Ming Li , Hongxia Yang

Although proof of work (PoW) consensus dominates the current blockchain-based systems mostly, it has always been criticized for the uneconomic brute-force calculation. As alternatives, energy-conservation and energy-recycling mechanisms…

密码学与安全 · 计算机科学 2022-11-03 Shengling Wang , Lina Shi , Hongwei Shi , Yifang Zhang , Qin Hu , Xiuzhen Cheng

Proof of Stake (PoS) protocols rely on voting mechanisms to reach consensus on the current state. If an enhanced majority of staking nodes, also called validators, agree on a proposed block, then this block is appended to the blockchain.…

计算机科学与博弈论 · 计算机科学 2021-07-20 Stefanos Leonardos , Daniel Reijsbergen , Georgios Piliouras

User transactions on Ethereum's peer-to-peer network are at risk of being attacked. The smart contracts building decentralized finance (DeFi) have introduced a new transaction ordering dependency to the Ethereum blockchain. As a result,…

密码学与安全 · 计算机科学 2022-09-23 Lioba Heimbach , Roger Wattenhofer

Decentralized architecture offers a robust and flexible structure for online platforms, since centralized moderation and computation can be easy to disrupt with targeted attacks. However, a platform offering a decentralized architecture…

社会与信息网络 · 计算机科学 2025-11-14 Milo Z. Trujillo , Laurent Hébert-Dufresne , James Bagrow

We study the applicability of blockchain technology for distributed event detection under resource constraints. Therefore we provide a test-suite with several promising consensus methods (Proof-of-Work, Proof-of-Stake, Distributed…

分布式、并行与集群计算 · 计算机科学 2020-10-07 Cedric Sanders , Thomas Liebig

Machine Learning systems rely on data for training, input and ongoing feedback and validation. Data in the field can come from varied sources, often anonymous or unknown to the ultimate users of the data. Whenever data is sourced and used,…

计算机与社会 · 计算机科学 2019-04-08 Iain Barclay , Alun Preece , Ian Taylor , Dinesh Verma

Known for its decentralized and tamper-aware properties, blockchain is attractive to enhance the infrastructure of systems that have been constrained by traditionally centralized and vendor-locked environments. Although blockchain has…

密码学与安全 · 计算机科学 2020-10-06 Peng Zhang , Douglas C. Schmidt , Jules White

A decentralised organisation (DO) is a multi-stakeholder institution where decision making is assigned to various levels of the organisation. Decentralised stakeholders play an important role in the governance of a decentralised…

密码学与安全 · 计算机科学 2023-04-24 Sarad Venugopalan , Heiko Aydt

A decentralized online petition system enables individuals or groups to create, sign, and share petitions without a central authority. Using blockchain technology, these systems ensure the integrity and transparency of the petition process…

密码学与安全 · 计算机科学 2024-07-02 Jagdeep Kaur , Kevin Antony , Nikhil Pujar , Ankit Jha

We argue that recent developments in proof-of-work consensus mechanisms can be used in accordance with advancements in formal verification techniques to build a distributed payment protocol that addresses important economic drawbacks from…

密码学与安全 · 计算机科学 2020-05-14 Assimakis Kattis , Fabian Trottner

Popular distributed ledger technology (DLT) systems using proof-of-work (PoW) for Sybil attack resistance have extreme energy requirements, drawing stern criticism from academia, businesses, and the media. DLT systems building on…

分布式、并行与集群计算 · 计算机科学 2022-04-05 Moritz Platt , Johannes Sedlmeir , Daniel Platt , Paolo Tasca , Jiahua Xu , Nikhil Vadgama , Juan Ignacio Ibañez

The internet of things (IoT) and other emerging ubiquitous technologies are supporting the rapid spread of smart systems, which has underlined the need for safe, open, and decentralized data storage solutions. With its inherent…

网络与互联网体系结构 · 计算机科学 2024-08-13 Naseem Alsadi , Syed Zaidi , Mankaran Rooprai , Stephen A. Gadsden , John Yawney

Blockchain has been increasingly used as a software component to enable decentralisation in software architecture for a variety of applications. Blockchain governance has received considerable attention to ensure the safe and appropriate…

软件工程 · 计算机科学 2022-03-29 Yue Liu , Qinghua Lu , Liming Zhu , Hye-Young Paik , Mark Staples

Blockchain, as the basis for cryptocurrencies, has received extensive attentions recently. Blockchain serves as an immutable distributed ledger technology which allows transactions to be carried out credibly in a decentralized environment.…

密码学与安全 · 计算机科学 2023-10-10 Min An , Qiyuan Fan , Hao Yu , Haiyang Zhao

Blockchain technology transformed the digital sphere by providing a transparent, secure, and decentralized platform for data security across a range of industries, including cryptocurrencies and supply chain management. Blockchain's…

密码学与安全 · 计算机科学 2023-06-22 Bilash Saha , Md Mehedi Hasan , Nafisa Anjum , Sharaban Tahora , Aiasha Siddika , Hossain Shahriar

Collaborative cybersecurity relies on organizations sharing information to boost security, but trust management is a key concern. Decentralized solutions like distributed ledgers, particularly blockchain, are crucial for eliminating single…

密码学与安全 · 计算机科学 2024-03-08 Loïc Miller , Marc-Oliver Pahl

Integrating on-chain and off-chain data storage for decentralised and distributed information systems, such as blockchain, presents specific challenges for providing transparency of data governance and ensuring data integrity through…

密码学与安全 · 计算机科学 2022-07-04 Shoufeng Cao , Thomas Miller , Marcus Foth , Warwick Powell , Xavier Boyen , Charles Turner-Morris

The Internet of Things (IoT) necessitates robust access control mechanisms to secure a vast array of interconnected devices. Most of the existing IoT systems in practice use centralized solutions. We identify the problems in such solutions…

分布式、并行与集群计算 · 计算机科学 2024-05-27 Yongtao Huang , I-Ling Yen , Farokh Bastani

To participate in the distributed consensus of permissionless blockchains, prospective nodes -- or miners -- provide proof of designated, costly resources. However, in contrast to the intended decentralization, current data on blockchain…

计算机科学与博弈论 · 计算机科学 2021-07-20 Nikos Leonardos , Stefanos Leonardos , Georgios Piliouras