Federated inference with reliable uncertainty quantification over wireless channels via conformal prediction

M Zhu, M Zecchin, S Park, C Guo… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
In this paper, we consider a wireless federated inference scenario in which devices and a
server share a pre-trained machine learning model. The devices communicate statistical …

Identifier-Driven Resource Orchestration With Quantum Computing for Differentiated Services in IoT-MMEC Networks

Z Ai, W Zhang, J Kang, M Xu, D Niyato… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
The prevalence of Artificial Intelligence and Multi-access Mobile Edge Computing (MMEC)
technologies has laid a solid foundation for next-generation Internet of Things (IoT) …