Author

Mehdi Karbalayghareh

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Preprint Oct 2026

Learning OTA: A Unified Framework for Edge Sensing, Computation, and Communication

Most federated learning (FL) studies implicitly assume that training data is readily available at participating edge devices. In practice, this data must first be acquired through heterogeneous sensors with potentially different measurement modalities, and the quality and cost of this acquisition process can directly a...

Mehdi Karbalayghareh, D. J. Love, Christopher G. Brinton · 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