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CSI-Free Symbol Detection for Atomic MIMO Receivers via In-Context Learning
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CSI-Free Symbol Detection for Atomic MIMO Receivers via In-Context Learning
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Atomic receivers based on Rydberg vapor cells as sensors of electromagnetic fields offer a promising alternative to conventional radio frequency front-ends. In multi-antenna configurations, the magnitude-only, phase-insensitive measurements produced by atomic receivers pose challenges for traditional detection methods. Existing solutions rely on two-step iterative optimization processes, which suffer from cascaded channel estimation errors and high computational complexity. We propose a channel state information (CSI)-free symbol detection method based on in-context learning (ICL), which directly maps pilot-response pairs to data symbol predictions without explicit channel estimation. Simulation results show that ICL achieves competitive accuracy with {higher computational efficiency} compared to existing solutions.
Forward citations
Cited by 2 Pith papers
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Rydberg Atomic Quantum Radio: A Comprehensive Survey From Wireless Communication Perspective
A comprehensive survey bridges Rydberg-atom physics to wireless communications by reviewing architectures, response models, metric trade-offs, equivalent channels, and RAQ-enabled technologies for next-generation networks.
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Rydberg Atomic Quantum Radio: A Comprehensive Survey From Wireless Communication Perspective
A wireless-communications-oriented survey of Rydberg atomic quantum radios covering physics, architectures, sensitivity-bandwidth-frequency trade-offs, channel models, and SAGSIN use cases.
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