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Author

Nan Cheng

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#machine learning Preprint Sep 2026

BeamRMX: Radiation-Pattern-Driven Learning for Generalizable Beam Radio Map Prediction and Beam Management

BeamRMX is proposed, which is the first dedicated framework to treat the spatial radiation pattern as the primary BeamRM query and learn how scene geometry transforms it into the received power field, and shows consistent gains over deterministic and diffusion baselines.

Yue Zhang, Xiucheng Wang, Wenshuo Chen et al. · 0 citations
Jul 2026

RadioDiff-v2: Generative Angular Radio Maps for Multi-Beam Selection and Localization

RadioDiff-v2, a dual-branch one-dimensional diffusion transformer trained with flow matching, is proposed, a dual-branch one-dimensional diffusion transformer trained with flow matching that leads every baseline on every metric.

Xiucheng Wang, Jun Huang, Nan Cheng · 0 citations
Preprint Aug 2026

RadioVIL: Anomaly-Aware Diffusion Models for Radio Map Inpainting and Zero-Shot Vehicle Localization

RadioVIL is proposed, an efficient two-stage framework that reformulates joint radio map inpainting and zero-shot vehicle localization as a prior-guided physical inverse problem and unlocks accurate zero-shot vehicle localization directly from sparse radio maps, paving a robust way for ISAC at the 6G edge.

Ruixin Zhao, Xiucheng Wang, Qiming Zhang et al. · 0 citations

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