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Federated Learning harnesses data from multiple sources to build a single model. While the initial model might belong solely to the actor bringing it to the network for training, determining the ownership of the trained model resulting from…

机器学习 · 计算机科学 2020-11-17 Harry Cai , Daniel Rueckert , Jonathan Passerat-Palmbach

A fundamental goal of Web 3.0 is to establish a decentralized network and application ecosystem, thereby enabling users to retain control over their data while promoting value exchange. However, the recent Tron-Steem takeover incident poses…

社会与信息网络 · 计算机科学 2024-07-26 Chao Li , Runhua Xu , Balaji Palanisamy , Li Duan , Meng Shen , Jiqiang Liu , Wei Wang

Censorship resistance with short-term inclusion guarantees is an important feature of decentralized systems, missing from many state-of-the-art and even deployed consensus protocols. In leader-based protocols the leader arbitrarily selects…

分布式、并行与集群计算 · 计算机科学 2025-08-19 Orestis Alpos , Bernardo David , Nikolas Kamarinakis , Dionysis Zindros

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…

密码学与安全 · 计算机科学 2022-12-02 Alon Benhaim , Brett Hemenway Falk , Gerry Tsoukalas

Decentralized Autonomous Organizations (DAOs) have emerged as a novel governance mechanism in blockchain ecosystems, particularly within Decentralized Finance (DeFi). By enabling token holders to propose and vote on protocol changes, these…

密码学与安全 · 计算机科学 2025-07-22 Johnnatan Messias , Vabuk Pahari , Balakrishnan Chandrasekaran , Krishna P. Gummadi , Patrick Loiseau

A hard-fork reconfiguration of the peer to peer Bitcoin network is described that substitutes tamper-evident logs and proof-of-stake consensus for proof-of-work consensus. The block creation rewards and transaction fees are reallocated to…

计算机与社会 · 计算机科学 2014-05-23 Stephen L. Reed

Proof-of-Stake (PoS) blockchain systems, especially those that allow stakeholders to organize themselves in ``stake-pools'', have emerged as a compelling paradigm for the deployment of large scale distributed ledgers. A stake-pool operates…

计算机科学与博弈论 · 计算机科学 2021-11-17 Aggelos Kiayias , Elias Koutsoupias , Aikaterini-Panagiota Stouka

In federated learning (FL), decentralized model training allows multi-ple participants to collaboratively improve a shared machine learning model without exchanging raw data. However, ensuring the integrity and reliability of the system is…

机器学习 · 计算机科学 2026-02-10 Ajay Kumar Shrestha

In a blockchain system, consensus protocol as an incentive and security mechanism, is to ensure the participants to build the block honestly and effectively. There are different consensus protocols for blockchain, like Proof of work (PoW),…

分布式、并行与集群计算 · 计算机科学 2019-03-25 Zhongli Dong , Young Choon Lee , Albert Y. Zomaya

This thesis provides an in-depth exploration of the Decentralized Co-governance Crowdfunding (DCC) Ecosystem, a novel solution addressing prevailing challenges in conventional crowdfunding methods faced by MSMEs and innovative projects.…

计算机与社会 · 计算机科学 2023-06-05 Bingyou Chen , Yu Luo , Jieni Li , Yujian Li , Ying Liu , Fan Yang , Junge Bo , Yanan Qiao

Blockchains revolutionized centralized sectors like banking and finance by promoting decentralization and transparency. In a blockchain, information is transmitted through transactions issued by participants or applications. Miners…

密码学与安全 · 计算机科学 2024-05-30 Johnnatan Messias Peixoto Afonso

This paper presents a novel staking coopetition design aimed at incentivizing decentralization and continuous growth of economic security within a proof-of-stake system. Staking rewards follow a nonlinear mapping relative to stake size.…

理论经济学 · 经济学 2025-05-19 Michael D. Norman , Simon Brown , Mallesh Pai , Laurence Smith

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

Proof-of-Work is a consensus algorithm where miners solve cryptographic puzzles to mine blocks and obtain a reward through some Block Reward Mechanism (BRM). PoW blockchain faces the problem of centralization due to the formation of mining…

计算机科学与博弈论 · 计算机科学 2024-01-18 Varul Srivastava , Sujit Gujar

Decentralized autonomous organizations (DAOs) rely on governance mechanism without centralized leadership. This paper presents an empirical study of user behavior in governance for a variety of DAOs, ranging from DeFi to gaming, using the…

网络与互联网体系结构 · 计算机科学 2025-07-29 Burak Arda Okutan , Stefan Schmid , Yvonne-Anne Pignolet

Cryptocurrencies have gained popularity due to their transparency, security, and accessibility compared to traditional financial systems, with Bitcoin, introduced in 2009, leading the market. Bitcoin's security relies on blockchain…

密码学与安全 · 计算机科学 2024-11-12 Dinitha Wijewardhana , Sugandima Vidanagamachchi , Nalin Arachchilage

With the increasing importance of data sharing for collaboration and innovation, it is becoming more important to ensure that data is managed and shared in a secure and trustworthy manner. Data governance is a common approach to managing…

This paper proposes a model that enables permissionless and decentralized networks for complex computations. We explore the integration and optimize load balancing in an open, decentralized computational network. Our model leverages…

计算金融 · 定量金融 2025-01-03 German Rodikov

In the context of blockchain systems, the importance of decentralization is undermined by the lack of a widely accepted methodology to measure it. To address this gap, we set out a systematization effort targeting the decentralization…

密码学与安全 · 计算机科学 2025-02-07 Christina Ovezik , Dimitris Karakostas , Mary Milad , Aggelos Kiayias , Daniel W. Woods

Consensus mechanism is the core technology for blockchain to ensure that transactions are executed in sequence. It also determines the decentralization, security, and efficiency of blockchain. Existing mechanisms all have certain…

密码学与安全 · 计算机科学 2025-01-03 Chenxi Xiong , Ting Yang , Yu Wang , Bing Dong