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Xiao-Yan Ma

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Preprint Nov 2026

Joint Association and Beamforming Design for Cooperative ISAC Systems

Cooperation among multiple base stations (BSs) improves both communication and sensing in integrated sensing and communication (ISAC) networks. However, it requires deciding which BSs serve each communication user (CU) and each target, and how each BS beamforms. In this work, we consider joint BS-CU and BS-target assoc...

Abhishek Rajasekaran, Mehdi Karbalayghareh, Xiao-Yan Ma et al. · 0 citations
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. · 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. · 1 citation

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