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Xiao-Ran Liu

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2026

Label-Free Environment Adaptation for Wireless Receivers via Physics-Informed Constraints

Adapting deep-learning receivers after deployment is challenging because ground-truth channel state and transmitted payload symbols are unavailable, while sparse pilots alone provide insufficient supervision. The orthogonal frequency-division multiplexing waveform, however, embeds physical structure that can provide la...

Le Cheng, Xiao-Ran Liu, Ling-Jin Kong et al. · 0 citations

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