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Federated learning (FL) is a promising way to allow multiple data owners (clients) to collaboratively train machine learning models without compromising data privacy. Yet, existing FL solutions usually rely on a centralized aggregator for…

密码学与安全 · 计算机科学 2022-11-09 Nanqing Dong , Jiahao Sun , Zhipeng Wang , Shuoying Zhang , Shuhao Zheng

Hyperledger Fabric is a popular permissioned blockchain system that features a highly modular and extensible system for deploying permissioned blockchains which are expected to have a major effect on a wide range of sectors. Unlike…

分布式、并行与集群计算 · 计算机科学 2023-01-18 Helmi Trabelsi , Kaiwen Zhang

Blockchains face inherent limitations when communicating outside their own ecosystem, largely due to the Byzantine Fault Tolerant (BFT) 3f+1 security model. Trusted Execution Environments (TEEs) are a promising mitigation because they allow…

理论经济学 · 经济学 2025-11-06 Alex Shamis , Matt Stephenson , Linfeng Zhou

We provide a game-theoretic analysis of the problem of front-running attacks. We use it to distinguish attacks from legitimate competition among honest users for having their transactions included earlier in the block. We also use it to…

理论经济学 · 经济学 2024-01-11 Andrea Canidio , Vincent Danos

The development of underlying technologies in blockchain mostly revolves around a difficult problem: how to enhance the performance of the system and reduce various costs of nodes (such as communication, storage and verification) without…

密码学与安全 · 计算机科学 2023-12-04 Lide Xue , Wei Yang , Wei Li

While blockchains initially gained popularity in the realm of cryptocurrencies, their widespread adoption is expanding beyond conventional applications, driven by the imperative need for enhanced data security. Despite providing a secure…

Financial systems have a growing reliance on computer-based and distributed systems, making FinTech systems vulnerable to advanced and quickly emerging cyber-criminal threats. Traditional security systems and fixed machine learning systems…

密码学与安全 · 计算机科学 2026-03-26 Gunjan Mishra , Yash Mishra

As the Web3 ecosystem evolves toward a multi-chain architecture, cross-chain bridges have become critical infrastructure for enabling interoperability between diverse blockchain networks. However, while connecting isolated blockchains, the…

密码学与安全 · 计算机科学 2025-11-04 Hanzhong Liang , Yue Duan , Xing Su , Xiao Li , Yating Liu , Yulong Tian , Fengyuan Xu , Sheng Zhong

Billions of dollars have been lost due to vulnerabilities in smart contracts. To counteract this, researchers have proposed attack frontrunning protections designed to preempt malicious transactions by inserting "whitehat" transactions…

For data privacy, system reliability, and security, Blockchain technologies have become more popular in recent years. Despite its usefulness, the blockchain is vulnerable to cyber assaults; for example, in January 2019 a 51% attack on…

密码学与安全 · 计算机科学 2022-12-20 D. Nancy Kirupanithi , A. Antonidoss , G. Subathra

This thesis proposes techniques aiming to make blockchain technologies and smart contract platforms practical by improving their scalability, latency, and privacy. This thesis starts by presenting the design and implementation of…

密码学与安全 · 计算机科学 2021-02-25 Alberto Sonnino

A smart contract on a blockchain cannot keep a secret because its data is replicated on all nodes in a network. To remedy this problem, it has been suggested to combine blockchains with trusted execution environments (TEEs), such as Intel…

分布式、并行与集群计算 · 计算机科学 2018-05-23 Marcus Brandenburger , Christian Cachin , Rüdiger Kapitza , Alessandro Sorniotti

Fine-tuning the large language models (LLMs) are prevented by the deficiency of centralized control and the massive computing and communication overhead on the decentralized schemes. While the typical standard federated learning (FL)…

机器学习 · 计算机科学 2025-08-28 Zehua Cheng , Rui Sun , Jiahao Sun , Yike Guo

As the foundation of the Web3 trust system, blockchain technology faces increasing demands for scalability. Sharding emerges as a promising solution, but it struggles to handle highly concurrent cross-shard transactions (\textsf{CSTx}s),…

分布式、并行与集群计算 · 计算机科学 2025-04-09 Lingxiao Yang , Xuewen Dong , Zhiguo Wan , Di Lu , Yushu Zhang , Yulong Shen

Blokchain is a promising technology to enable distributed and reliable data sharing at the network edge. The high security in blockchain is undoubtedly a critical factor for the network to handle important data item. On the other hand,…

分布式、并行与集群计算 · 计算机科学 2022-12-09 Yixin Li , Liang Liang , Yunjian Jia , Wanli Wen , Chaowei Tang , Zhengchuan Chen

In the given technology-driven era, smart cities are the next frontier of technology, aiming at improving the quality of people's lives. Many research works focus on future smart cities with a holistic approach towards smart city…

密码学与安全 · 计算机科学 2021-07-22 S. Valli Sanghami , John J. Lee , Qin Hu

Blockchain front-running involves multiple agents, other than the legitimate agent, claiming a payment from performing a contract. It arises because of the public nature of blockchain transactions and potential network congestion. This…

计算机科学与博弈论 · 计算机科学 2022-02-23 Joshua S. Gans , Richard Holden

Recent advances have improved the throughput and latency of blockchains by processing transactions accessing different parts of the state concurrently. However, these systems are unable to concurrently process (a) transactions accessing the…

密码学与安全 · 计算机科学 2025-01-14 Srivatsan Sridhar , Alberto Sonnino , Lefteris Kokoris-Kogias

Blockchain offers a decentralized, immutable, transparent system of records. It offers a peer-to-peer network of nodes with no centralised governing entity making it unhackable and therefore, more secure than the traditional paper-based or…

密码学与安全 · 计算机科学 2019-11-27 Harsh Jot Singh , Abdelhakim Senhaji Hafid

Smart contracts in Decentralized Finance (DeFi) platforms are attractive targets for attacks as their vulnerabilities can lead to massive amounts of financial losses. Flash loan attacks, in particular, pose a major threat to DeFi protocols…

密码学与安全 · 计算机科学 2025-03-05 Abdulrahman Alhaidari , Balaji Palanisamy , Prashant Krishnamurthy