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1. Maximizing Uncertainty for Federated Learning via Bayesian Optimization-Based Model Poisoning NSTL国家科技图书文献中心

Marios Aristodemou |  Xiaolan Liu... -  《IEEE transactions on information forensics and security》 - 2025,20 - 2399~2411 - 共13页

摘要:As we transition from Narrow Artificial Intelligence towards Artificial Super Intelligence, users are increasingly concerned about their privacy and the trustworthiness of machine learning (ML) techno...
关键词: Data models |  Uncertainty |  Mathematical models |  Predictive models |  Neurons |  Analytical models |  Optimization |  Numerical models |  Computational modeling |  Training

2. Bayesian Optimisation-Driven Poisoning Attack Against Personalised Federated Learning in Metaverse NSTL国家科技图书文献中心

Marios Aristodemou |  Xiaolan Liu... -  《2024 IEEE International Conference on Communications Workshops: IEEE International Conference on Communications Workshops (ICC Workshops), 9-13 June 2024, Denver, CO, USA》 -  IEEE International Conference on Communications Workshops - 2024, - 1980~1985 - 共6页

摘要:Metaverse is envisioned to be a human-centric framework that aims to provide a comprehensive and immersive experience for users in various domains, including education, medicine, and entertainment. As...
关键词: Uncertainty |  Toxicology |  Federated learning |  Metaverse |  Conferences |  Search problems |  Numerical models

3. Tackling Delayed CSI in a Distributed Multi-Satellite MIMO Communication System NSTL国家科技图书文献中心

Yasaman Omid |  Sangarapillai Lambot...... -  《2024 19th International Symposium on Wireless Communication Systems》 -  International Symposium on Wireless Communication Systems - 2024, - 1~6 - 共6页

摘要:In this study, we explore the integration of satellites with ground-based communication networks. Specifically, we analyze downlink data transmission from a constellation of satellites to terrestrial ...
关键词: Wireless communication |  Satellite antennas |  Satellites |  Uncertainty |  Precoding |  Low earth orbit satellites |  Terrestrial communications

4. Constrained Risk-Sensitive Deep Reinforcement Learning for eMBB-URLLC Joint Scheduling NSTL国家科技图书文献中心

Wenheng Zhang |  Mahsa Derakhshani... -  《IEEE transactions on wireless communications》 - 2024,23(9 Pt.1) - 10608~10624 - 共17页

摘要:In this work, we employ a constrained risk-sensitive deep reinforcement learning (CRS-DRL) approach for joint scheduling in a dynamic multiplexing scenario involving enhanced mobile broadband (eMBB) a...
关键词: Ultra reliable low latency communication |  Resource management |  Reliability |  Dynamic scheduling |  Wireless communication |  Optimization |  Uncertainty

5. Federated Learning Enabled Link Scheduling in D2D Wireless Networks NSTL国家科技图书文献中心

Tianrui Chen |  Xinruo Zhang... -  《IEEE wireless communications letters》 - 2024,13(1) - 89~92 - 共4页 - 被引量:2

摘要:Centralized machine learning methods for device-to-device (D2D) link scheduling may lead to a computing burden for a central server, transmission latency for decisions, and privacy issues for D2D comm...
关键词: Device-to-device communication |  Training |  Servers |  Wireless networks |  Scheduling |  Computational modeling |  Federated learning

6. Kalman Filter Based Channel Tracking for RIS-Assisted Multi-User Networks NSTL国家科技图书文献中心

Danyang Yu |  Gan Zheng... -  《IEEE transactions on wireless communications》 - 2024,23(4) - 3856~3869 - 共14页

摘要:In this paper, we investigate channel estimation in a reconfigurable intelligent surface (RIS) assisted multi-user network while taking the mobility of users into consideration. Based on a time-varyin...
关键词: Channel estimation |  Estimation |  Discrete Fourier transforms |  Wireless communication |  Hardware |  Transceivers |  Rician channels

7. Risk-Aware Contextual Learning for Edge-Assisted Crowdsourced Live Streaming EI 工程索引 NSTL国家科技图书文献中心

Xingchi Liu |  Mahsa Derakhshani... -  《IEEE Journal on Selected Areas in Communications》 - 2023,41(3) - 740~754 - 共15页 - 被引量:4

摘要:This paper proposes an edge-assisted crowdsourced live video transcoding approach where the transcoding capabilities of the edge transcoders are unknown and dynamic. The resilience and trustworthiness...
关键词: Transcoding |  Task analysis |  Cloud computing |  Streaming media |  Costs |  Performance evaluation |  Quality of experience

8. Adversarial Poisoning Attacks on Federated Learning in Metaverse NSTL国家科技图书文献中心

Marios Aristodemou |  Xiaolan Liu... -  《ICC 2023 - IEEE International Conference on Communications: Rome, Italy, 28 May - 1 June 2023, [v.2]》 -  IEEE International Conference on Communications - 2023, - 6312~6317 - 共6页

摘要:Metaverse is envisioned to be a human-centric framework, and provide a new concept of living by offering comprehensively immersive experience for users in education, medicine and entertainment domain....
关键词: Training |  Privacy |  Uncertainty |  Metaverse |  Federated learning |  Immersive experience |  Bayes methods

9. Efficient Wireless Federated Learning with Adaptive Model Pruning NSTL国家科技图书文献中心

Zhixiong Chen |  Wenqiang Yi... -  《2023 IEEE Global Communications Conference: GLOBECOM 2023, Kuala Lumpur, Malaysia, 4-8 December 2023, [v.1]》 -  IEEE Global Communications Conference - 2023, - 7592~7597 - 共6页

摘要:For wireless federated learning (FL), this work proposes an adaptive model pruning-based FL (AMP-FL) frame-work, where the edge server dynamically generates sub-models by pruning the global model to a...
关键词: Adaptation models |  Federated learning |  Computational modeling |  Simulation |  Benchmark testing |  Resource management |  Convergence

10. Bayesian Optimization of Queuing-Based Multichannel URLLC Scheduling EI 工程索引 NSTL国家科技图书文献中心

Wenheng Zhang |  Mahsa Derakhshani... -  《IEEE transactions on wireless communications》 - 2023,22(3) - 1763~1778 - 共16页 - 被引量:5

摘要:This paper studies the allocation of shared resources between ultra-reliable low-latency communication (URLLC) and enhanced mobile broadband (eMBB) in the emerging 5G and beyond cellular networks. In ...
关键词: Ultra reliable low latency communication |  Optimization |  Reliability |  Throughput |  Resource management |  Queueing analysis |  Linear programming
检索条件作者:Sangarapillai Lambotharan

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