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A typical blockchain protocol uses consensus to make sure that mutually mistrusting users agree on the order in which their operations on shared data are executed. However, it is known that asset transfer systems, by far the most popular…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-04-28 Andrei Tonkikh , Pavel Ponomarev , Petr Kuznetsov , Yvonne-Anne Pignolet

Leveraging blockchain in Federated Learning (FL) emerges as a new paradigm for secure collaborative learning on Massive Edge Networks (MENs). As the scale of MENs increases, it becomes more difficult to implement and manage a blockchain…

Cryptography and Security · Computer Science 2025-03-07 Handi Chen , Rui Zhou , Yun-Hin Chan , Zhihan Jiang , Xianhao Chen , Edith C. H. Ngai

This work proposes a dual-functional blockchain framework named BagChain for bagging-based decentralized learning. BagChain integrates blockchain with distributed machine learning by replacing the computationally costly hash operations in…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-11-04 Zixiang Cui , Xintong Ling , Xingyu Zhou , Jiaheng Wang , Zhi Ding , Xiqi Gao

This paper introduces a Machine Learning (ML) approach for scalability of UTXO-based blockchains, such as Bitcoin. Prior approaches to UTXO set sharding struggle with distributing UTXOs effectively across validators, creating substantial…

Machine Learning · Computer Science 2025-06-03 Hamid Attar , Luigi Lunardon , Alessio Pagani

The scalability of blockchain systems is constrained by inefficient P2P broadcasting, as most existing optimizations focus only on the logical layer without considering physical network conditions. To address this, we propose BlockSDN, the…

Networking and Internet Architecture · Computer Science 2026-03-03 Wenyang Jia , Jingjing Wang , Ziwei Yan , Xiangli Peng , Guohui Yuan

Payment channel networks (PCNs) have emerged as a scalability solution for blockchains built on the concept of a payment channel: a setting that allows two nodes to safely transact between themselves in high frequencies based on…

Systems and Control · Electrical Eng. & Systems 2021-04-01 Nikolaos Papadis , Leandros Tassiulas

Recently, the blockchain technique was put in the spotlight as it introduced a systematic approach for multiple parties to reach consensus without needing trust. However, the application of this technique in practice is severely restricted…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-07-17 Zhijie Ren , Kelong Cong , Johan Pouwelse , Zekeriya Erkin

Traditional Blockchain Sharding approaches can only tolerate up to n/3 of nodes being adversary because they rely on the hypergeometric distribution to make a failure (an adversary does not have n/3 of nodes globally but can manipulate the…

Cryptography and Security · Computer Science 2020-03-26 Yibin Xu , Yangyu Huang

Blockchains have recently been under the spotlight due to the boom of cryptocurrencies and decentralized applications. There is an increasing demand for querying the data stored in a blockchain database. To ensure query integrity, the user…

Databases · Computer Science 2018-12-11 Cheng Xu , Ce Zhang , Jianliang Xu

In the high-stakes race to develop more scalable blockchains, some platforms (Binance, Cosmos, EOS, TRON, etc.) have adopted committee-based consensus (CBC) protocols, whereby the blockchain's record-keeping rights are entrusted to a…

Cryptography and Security · Computer Science 2022-12-02 Alon Benhaim , Brett Hemenway Falk , Gerry Tsoukalas

The Bitcoin protocol is a significant milestone in the history of money. However, its adoption is currently constrained by the transaction limits of the system. As the chief problem of blockchain technology, the scaling issue has attracted…

Cryptography and Security · Computer Science 2019-04-03 Kazım Rıfat Özyılmaz , Harsh Patel , Ankit Malik

Despite Information and Communication Technologies (ICT) have reduced the information asymmetry and increased the degree of interorganizational collaboration, the companies participating a supply chain are less inclined to share data when…

Cryptography and Security · Computer Science 2022-06-09 Francesco Longo , Letizia Nicoletti , Antonio Padovano , Gianfranco d'Atri , Marco Forte

Secure and scalable data sharing is essential for collaborative clinical decision making. Conventional clinical data efforts are often siloed, however, which creates barriers to efficient information exchange and impedes effective treatment…

Computers and Society · Computer Science 2018-07-11 Peng Zhang , Jules White , Douglas C. Schmidt , Gunther Lenz , S. Trent Rosenbloom

There appears to be an insatiable desire for spawning new bespoke blockchains to harness the functionality provided by blockchain technologies, resulting in a constant stream of blockchain start-up companies entering the market with their…

Cryptography and Security · Computer Science 2019-03-25 Sandra Johnson , Peter Robinson , John Brainard

While Proof-of-Work (PoW) is the most widely used consensus mechanism for blockchain, it received harsh criticism due to its massive waste of energy for meaningless hash calculation. Some studies have introduced Proof-of-Stake to address…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-04-02 Weilin Zheng , Xu Chen , Zibin Zheng , Xiapu Luo , Jiahui Cui

Supply chain applications operate in a multi-stakeholder setting, demanding trust, provenance, and transparency. Blockchain technology provides mechanisms to establish a decentralized infrastructure involving multiple stakeholders. Such…

Cryptography and Security · Computer Science 2021-08-30 Gowri Sankar Ramachandran , Sidra Malik , Shantanu Pal , Ali Dorri , Volkan Dedeoglu , Salil Kanhere , Raja Jurdak

Blockchain technologies can enable secure computing environments among mistrusting parties. Permissioned blockchains are particularly enlightened by companies, enterprises, and government agencies due to their efficiency, customizability,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-09 Minghui Xu , Shuo Liu , Dongxiao Yu , Xiuzhen Cheng , Shaoyong Guo , Jiguo Yu

Bitcoin is the cryptocurrency with the largest market capitalisation, but its widespread adoption is fundamentally limited by the scalability constraints of its consensus algorithm, which requires every transaction to be confirmed onchain.…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-21 Pim Keer , Matteo Maffei , Marco Argentieri , Andrew Camilleri , Zeta Avarikioti

Cross-chain swaps enable exchange of different assets that reside on different blockchains. Several protocols have been proposed for atomic cross-chain swaps. However, those protocols are not fault-tolerant, in the sense that if any party…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-15 Yingjie Xue , Di Jin , Maurice Herlihy

Scalability is a crucial requirement for modern large-scale systems, enabling elasticity and ensuring responsiveness under varying load. While cloud systems have achieved scalable architectures, blockchain systems remain constrained by the…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-02-14 Quentin Kniep , Lefteris Kokoris-Kogias , Alberto Sonnino , Igor Zablotchi , Nuda Zhang