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PRODID:-//Department of Electrical and Computer Engineering (HKUECE) 電機與計算機工程系 - ECPv6.15.20//NONSGML v1.0//EN
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X-WR-CALNAME:Department of Electrical and Computer Engineering (HKUECE) 電機與計算機工程系
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X-WR-CALDESC:Events for Department of Electrical and Computer Engineering (HKUECE) 電機與計算機工程系
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TZID:Asia/Hong_Kong
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TZOFFSETFROM:+0800
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DTSTART:20250101T000000
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DTSTART;TZID=Asia/Hong_Kong:20260107T140000
DTEND;TZID=Asia/Hong_Kong:20260107T150000
DTSTAMP:20260511T124504
CREATED:20251218T015218Z
LAST-MODIFIED:20251218T015218Z
UID:114477-1767794400-1767798000@ece.hku.hk
SUMMARY:RPG Seminar – Incentive Mechanism Design for Split Federated Learning
DESCRIPTION:Abstract\nSplit Federated Learning (SFL) combines computational efficiency with privacy preservation\, but existing incentive mechanisms assume uniform cut-layer configurations across clients. This seminar presents a novel incentive mechanism that accounts for heterogeneous cut layer selections in SFL systems. \nWe formulate the problem as a Stackelberg game and derive theoretical convergence guarantees. The proposed mechanism provably achieves equilibrium with desirable strategic properties. Experimental results demonstrate significant improvements in participation rates\, model accuracy\, and resource efficiency compared to existing approaches. \nSpeaker\nMs. Xi Lin\nDepartment of Electrical and Electronic Engineering\nThe University of Hong Kong \nBiography of the Speaker\nMs. Xi Lin is an Mphil student in the Department of Electrical and Electronic Engineering at The University of Hong Kong\, supervised by Prof. Xianhao Chen. She received her B.Eng. degree from Shandong University\, China\, in 2024. Her research interests include split federated learning\, incentive mechanism design\, and distributed machine learning systems. \nOrganiser\nProf. Xianhao Chen\nDepartment of Electrical and Electronic Engineering\, The University of Hong Kong \nAll are welcome.
URL:https://ece.hku.hk/events/20260107/
LOCATION:Room CB-603\, 6/F\, Chow Yei Ching Building\, The University of Hong Kong
CATEGORIES:Seminar
ATTACH;FMTTYPE=image/jpeg:https://ece.hku.hk/wp-content/uploads/2024/11/rpg-seminar.jpg
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