Author

Xiao-Yan Ma

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Jul 2026

Transmit Coefficients and Receive Combining Vector Design for OTA-FL with Imperfect CSI

This work studies the long-term mean squared error (MSE) minimization problem for OTA-FL under imperfect CSI conditions and develops an optimization framework to minimize the long-term MSE via the joint design of transmit coefficients at the local devices and receive combining vectors at the parameter server (PS).

Xiao-Yan Ma, Shahryar Zehtabi, Yinan Zou et al. · arXiv.org · 0 citations

Jul 2026

AISAC: Closing the Loop Between AI and Integrated Sensing and Communication for 6G

The AISAC landscape is presented, why imperfect sensing changes the learning problem, the closed-loop architecture and its three-way sensing-communication-learning tension are developed, and a vehicular edge-intelligence use case is outlined together with open problems for theory, implementation, and standardization.

Mehdi Karbalayghareh, A. Rajasekaran, Xiao-Yan Ma et al. · arXiv.org · 1 citation