Structure-Aware Multimodal LLM Framework for Trustworthy Near-Field Beam Prediction
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Mengyuan, Lu, Qianfan, Tian, Jiachen, Hu, Hongjun, Han, Yu, Li, Xiao, Wen, Chao-kai, Jin, Shi |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
NF-TrackLLM: Joint Prediction of UAV Trajectory and Near-Field Beam for LAE XL-MIMO Systems
by: Lu, Qianfan, et al.
Published: (2026)
by: Lu, Qianfan, et al.
Published: (2026)
Multimodal-NF: A Wireless Dataset for Near-Field Low-Altitude Sensing and Communications
by: Li, Mengyuan, et al.
Published: (2026)
by: Li, Mengyuan, et al.
Published: (2026)
Keypoint Detection Empowered Near-Field User Localization and Channel Reconstruction
by: Li, Mengyuan, et al.
Published: (2025)
by: Li, Mengyuan, et al.
Published: (2025)
Distributed Near-Field Channel Estimation for U6G XL-MIMO Systems under Beam Squint
by: Lu, Zhizheng, et al.
Published: (2026)
by: Lu, Zhizheng, et al.
Published: (2026)
Analytical Framework of Airy Beams in Near-Field XL-MIMO: From Ideal Optics to Wireless Reality
by: Lu, Zhizheng, et al.
Published: (2026)
by: Lu, Zhizheng, et al.
Published: (2026)
Mid-Band Extra Large-Scale MIMO System: Channel Modeling and Performance Analysis
by: Tian, Jiachen, et al.
Published: (2024)
by: Tian, Jiachen, et al.
Published: (2024)
Power Consumption and Energy Efficiency of Mid-Band XL-MIMO: Modeling, Scaling Laws, and Performance Insights
by: Tian, Jiachen, et al.
Published: (2025)
by: Tian, Jiachen, et al.
Published: (2025)
U6G XL-MIMO Radiomap Prediction: Multi-Config Dataset and Beam Map Approach
by: Li, Xiaojie, et al.
Published: (2026)
by: Li, Xiaojie, et al.
Published: (2026)
Beam Prediction Based on Multimodal Large Language Models
by: Mao, Tianhao, et al.
Published: (2026)
by: Mao, Tianhao, et al.
Published: (2026)
Sparsity-Aware Near-Field Beam Training via Multi-Beam Combination
by: Wang, Zijun, et al.
Published: (2025)
by: Wang, Zijun, et al.
Published: (2025)
Field of View Expansion for Resonant Beam Information and Power Transfer
by: Han, Shun, et al.
Published: (2024)
by: Han, Shun, et al.
Published: (2024)
DFT-based Near-field Beam Alignment: Model-based and Data-Driven Hybrid Approach
by: Heo, Hongjun, et al.
Published: (2025)
by: Heo, Hongjun, et al.
Published: (2025)
Deep Learning-based Low-Overhead Beam Alignment for mmWave Massive MIMO Systems
by: Jin, Weijie, et al.
Published: (2026)
by: Jin, Weijie, et al.
Published: (2026)
Near-Field Beam Training Through Beam Diverging
by: Li, Ran, et al.
Published: (2025)
by: Li, Ran, et al.
Published: (2025)
Learning-Based Blockage-Resilient Beam Training in Near-Field Terahertz Communications
by: Weng, Caihao, et al.
Published: (2025)
by: Weng, Caihao, et al.
Published: (2025)
Distributed U6G ELAA Communication Systems: Channel Measurement and Small-Scale Fading Characterization
by: Tian, Jiachen, et al.
Published: (2025)
by: Tian, Jiachen, et al.
Published: (2025)
When Vision-Language Model (VLM) Meets Beam Prediction: A Multimodal Contrastive Learning Framework
by: Wang, Ji, et al.
Published: (2025)
by: Wang, Ji, et al.
Published: (2025)
Near-Field Multiuser Beam Training for XL-MIMO: An End-to-End Interference-Aware Approach with Pilot Limitations
by: Li, Xinyang, et al.
Published: (2026)
by: Li, Xinyang, et al.
Published: (2026)
Efficient Airy Beam Training for Quasi-LoS Terahertz Near-Field Communications
by: Zhao, Wenqi, et al.
Published: (2026)
by: Zhao, Wenqi, et al.
Published: (2026)
Suppressing Beam Squint Effect For Near-Field Wideband Communication Through Movable Antennas
by: Zhu, Yanze, et al.
Published: (2024)
by: Zhu, Yanze, et al.
Published: (2024)
Near-Field Beam Prediction Using Far-Field Codebooks in Ultra-Massive MIMO Systems
by: Hussain, Ahmed, et al.
Published: (2025)
by: Hussain, Ahmed, et al.
Published: (2025)
RIS-Aided Cooperative ISAC Networks for Structural Health Monitoring
by: Yang, Jie, et al.
Published: (2025)
by: Yang, Jie, et al.
Published: (2025)
Physics-Informed Spatial-Temporal Transformer for Terahertz Near-Field Beam Tracking
by: Zeng, Zhi, et al.
Published: (2026)
by: Zeng, Zhi, et al.
Published: (2026)
Hashing Beam Training for Near-Field Communications
by: Xu, Yuan, et al.
Published: (2024)
by: Xu, Yuan, et al.
Published: (2024)
Sparse Array Enabled Near-Field Communications: Beam Pattern Analysis and Hybrid Beamforming Design
by: Zhou, Cong, et al.
Published: (2024)
by: Zhou, Cong, et al.
Published: (2024)
Wideband Precoding for U6G XL-MIMO Systems: Beam Squint Boundaries and Channel Slicing
by: Lu, Zhizheng, et al.
Published: (2026)
by: Lu, Zhizheng, et al.
Published: (2026)
3D Near-Field Beam Training for Uniform Planar Arrays through Beam Diverging
by: Li, Ran, et al.
Published: (2025)
by: Li, Ran, et al.
Published: (2025)
Large-Model AI for Near Field Beam Prediction: A CNN-GPT2 Framework for 6G XL-MIMO
by: Liu, Wang, et al.
Published: (2025)
by: Liu, Wang, et al.
Published: (2025)
Localization-Based Beam Focusing in Near-Field Communications
by: Mozaffarikhosravi, Nima, et al.
Published: (2025)
by: Mozaffarikhosravi, Nima, et al.
Published: (2025)
Beam Focusing for Near-Field Multi-User Localization
by: Yang, Qianyu, et al.
Published: (2024)
by: Yang, Qianyu, et al.
Published: (2024)
Efficient Near-Field Beam Focusing Merging Orthogonal Matching Pursuit and CVX for Large Intelligent Surface Applications
by: Li, Jiawang
Published: (2025)
by: Li, Jiawang
Published: (2025)
A Spatio-Temporal-Frequency Transformer Framework for Near-Field Target Recognition
by: Zhao, Zongyao, et al.
Published: (2026)
by: Zhao, Zongyao, et al.
Published: (2026)
Sensing-Aided Near-Field Beam Tracking
by: Gavriilidis, Panagiotis, et al.
Published: (2025)
by: Gavriilidis, Panagiotis, et al.
Published: (2025)
Efficient Near Field Beam Tracking via Thompson Sampling
by: Liu, Junchi, et al.
Published: (2026)
by: Liu, Junchi, et al.
Published: (2026)
Optimization and Characterization of Near-Field Beams with Uniform Linear Arrays
by: Uchimura, Sota, et al.
Published: (2025)
by: Uchimura, Sota, et al.
Published: (2025)
Explore the Capacity of Near Field Channel using Gaussian Beams
by: Zhu, Chenxi
Published: (2026)
by: Zhu, Chenxi
Published: (2026)
Compressive Beam-Pattern-Aware Near-field Beam Training via Total Variation Denoising
by: Wang, Zijun, et al.
Published: (2026)
by: Wang, Zijun, et al.
Published: (2026)
Low-Complexity Near-Field Beam Training with DFT Codebook based on Beam Pattern Analysis
by: Wang, Zijun, et al.
Published: (2025)
by: Wang, Zijun, et al.
Published: (2025)
Hybrid Near-Field and Far-Field Localization with Multiple Holographic MIMO Surfaces
by: Zhu, Weiqiao, et al.
Published: (2025)
by: Zhu, Weiqiao, et al.
Published: (2025)
Near-Field Beam Training: Joint Angle and Range Estimation with DFT Codebook
by: Wu, Xun, et al.
Published: (2023)
by: Wu, Xun, et al.
Published: (2023)
Similar Items
-
NF-TrackLLM: Joint Prediction of UAV Trajectory and Near-Field Beam for LAE XL-MIMO Systems
by: Lu, Qianfan, et al.
Published: (2026) -
Multimodal-NF: A Wireless Dataset for Near-Field Low-Altitude Sensing and Communications
by: Li, Mengyuan, et al.
Published: (2026) -
Keypoint Detection Empowered Near-Field User Localization and Channel Reconstruction
by: Li, Mengyuan, et al.
Published: (2025) -
Distributed Near-Field Channel Estimation for U6G XL-MIMO Systems under Beam Squint
by: Lu, Zhizheng, et al.
Published: (2026) -
Analytical Framework of Airy Beams in Near-Field XL-MIMO: From Ideal Optics to Wireless Reality
by: Lu, Zhizheng, et al.
Published: (2026)