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20192023
most citedA Systematic Literature Review on Federated Machine Learning: From A Software Engineering Perspective

165 citations · 259 across the 17 of their papers we have counts for

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Showing cs.SEShow all

6 papers · 1 filter

cs.SE2023

Decentralised Governance-Driven Architecture for Designing Foundation Model based Systems: Exploring the Role of Blockchain in Responsible AI

Yue Liu, Qinghua Lu, Liming Zhu +1

Foundation models including large language models (LLMs) are increasingly attracting interest worldwide for their distinguished capabilities and potential to perform a wide variety…

cs.SE2022★ 2 cited

BGRA: A Reference Architecture for Blockchain Governance

Yue Liu, Qinghua Lu, Guangsheng Yu +2

Blockchain technology has been integrated into diverse software applications by enabling a decentralised architecture design. However, the defects of on-chain algorithmic mechanism…

cs.SE2021★ 2 cited

Defining Blockchain Governance Principles: A Comprehensive Framework

Yue Liu, Qinghua Lu, Guangsheng Yu +2

Blockchain eliminates the need for trusted third-party intermediaries in business by enabling decentralised architecture design in software applications. However, the vulnerabiliti…

cs.SE2021★ 13 cited

A Systematic Literature Review on Blockchain Governance

Yue Liu, Qinghua Lu, Liming Zhu +2

Blockchain has been increasingly used as a software component to enable decentralisation in software architecture for a variety of applications. Blockchain governance has received…

cs.SE2020★ 165 cited

A Systematic Literature Review on Federated Machine Learning: From A Software Engineering Perspective

Sin Kit Lo, Qinghua Lu, Chen Wang +2

Federated learning is an emerging machine learning paradigm where clients train models locally and formulate a global model based on the local model updates. To identify the state-…

cs.SE2020★ 48 cited

Design-Pattern-as-a-Service for Blockchain-based Self-Sovereign Identity

Yue Liu, Qinghua Lu, Hye-Young Paik +3

Self-sovereign identity (SSI) is considered to be a "killer application" of blockchain. However, there is a lack of systematic architecture designs for blockchain-based SSI systems…