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RIS-Assisted Physical Layer Group Key Generation: A MARL Perspective

  • Beijing Institute of Technology

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Physical-layer group key generation (PGKG) has been an attractive alternative for secure group communications in wireless networks. In this paper, we propose a reconfigurable intelligent surface (RIS)-assisted PGKG scheme for the first time, which introduces RIS technology to enhance the key generation performance via a hybrid configuration of random and optimized phase shifts. To address the coordination challenge between the RIS and nodes under decentralized deployment, we propose an algorithm based on a fully cooperative multiagent reinforcement learning (MARL) mechanism that jointly configures the RIS phase shifts and the nodes' broadcasting coefficients. Simulation results demonstrate that the proposed scheme outperforms existing works, achieving a higher sum secret key rate (SKR) along with stronger robustness against eavesdropping.

Original languageEnglish
Title of host publication2026 IEEE Wireless Communications and Networking Conference Workshops, WCNCW 2026
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798331577315
DOIs
Publication statusPublished - 2026
Externally publishedYes
Event2026 IEEE Wireless Communications and Networking Conference Workshops, WCNCW 2026 - Kuala Lumpur, Malaysia
Duration: 13 Apr 202616 Apr 2026

Publication series

Name2026 IEEE Wireless Communications and Networking Conference Workshops, WCNCW 2026

Conference

Conference2026 IEEE Wireless Communications and Networking Conference Workshops, WCNCW 2026
Country/TerritoryMalaysia
CityKuala Lumpur
Period13/04/2616/04/26

Keywords

  • group key generation
  • multi-agent reinforcement learning (MARL)
  • Physical layer security
  • reconfigurable intelligent surface (RIS)

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