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cs.LG2025
Towards a Larger Model via One-Shot Federated Learning on Heterogeneous Client Models
Wenxuan Ye, Xueli An, Onur Ayan +3
Large models, renowned for superior performance, outperform smaller ones even without billion-parameter scales. While mobile network servers have ample computational resources to s…
cs.IT2025
Age-Aware CSI Acquisition of a Finite-State Markovian Channel
Onur Ayan, Jiping Luo, Xueli An +1
The Age of Information (AoI) has emerged as a critical metric for quantifying information freshness; however, its interplay with channel estimation in partially observable wireless…
cs.NI2025
Goal-Oriented Middleware Filtering at Transport Layer Based on Value of Updates
Polina Kutsevol, Onur Ayan, Nikolaos Pappas +1
This work explores employing the concept of goal-oriented (GO) semantic communication for real-time monitoring and control. Generally, GO communication advocates for the deep integ…