Author

Jihong Park

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Preprint Aug 2026

Rethinking the Foundations of Two-Sided AI Models for 6G

For next-generation air interfaces, two-sided artificial intelligence (AI) models have received growing attention, with AI models deployed at both the transmitter and receiver for efficient channel feedback and data communication. However, their practical deployment is complicated by assumptions commonly made in existi...

Yong-Nam Oh, Zi-Han Chen, Timothy J. O'Shea et al. · 0 citations

Preprint Sep 2026

Low-Rank Prior-Guided Rank-One Sensing for Efficient CSI Feedback

Downlink channel state information (CSI) feedback is essential for frequency-division duplex massive MIMO, yet the feedback overhead grows rapidly with the numbers of antennas and subcarriers. To reduce this overhead, most deep learning approaches compress CSI by treating it as a generic image, leaving its low-rank mul...

Shun-Pu Tang, Qian-Qian Yang, Seung-Woo Ko et al. · 0 citations