Physics-Aware Query-Conditioned Graph Attention Networks for Radio Map Estimation
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Ang, Liu, Chengyu, Wang, Yue |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
CGFormer: A Cross-Attention Based Grid-Free Transformer for Radio Map Estimation
by: Nan, Haihan, et al.
Published: (2026)
by: Nan, Haihan, et al.
Published: (2026)
DULRTC-RME: A Deep Unrolled Low-rank Tensor Completion Network for Radio Map Estimation
by: Wang, Yao, et al.
Published: (2025)
by: Wang, Yao, et al.
Published: (2025)
Physics-Inspired Distributed Radio Map Estimation
by: Yang, Dong, et al.
Published: (2025)
by: Yang, Dong, et al.
Published: (2025)
RadioDUN: A Physics-Inspired Deep Unfolding Network for Radio Map Estimation
by: Chen, Taiqin, et al.
Published: (2025)
by: Chen, Taiqin, et al.
Published: (2025)
Radio Map Assisted Approach for Interference-Aware Predictive UAV Communications
by: Li, Bowen, et al.
Published: (2024)
by: Li, Bowen, et al.
Published: (2024)
Physics-Aware Tensor Reconstruction for Radio Maps in Pixel-Based Fluid Antenna Systems
by: Jia, Mu, et al.
Published: (2026)
by: Jia, Mu, et al.
Published: (2026)
S-RAN: Semantic-Aware Radio Access Networks
by: Sun, Yao, et al.
Published: (2024)
by: Sun, Yao, et al.
Published: (2024)
FM-RME: Foundation Model Empowered Radio Map Estimation
by: Yang, Dong, et al.
Published: (2026)
by: Yang, Dong, et al.
Published: (2026)
STAR-RIS in Cognitive Radio Networks
by: Li, Haochen, et al.
Published: (2024)
by: Li, Haochen, et al.
Published: (2024)
Data-Driven Radio Environment Map Estimation Using Graph Neural Networks
by: Shibli, Ali, et al.
Published: (2024)
by: Shibli, Ali, et al.
Published: (2024)
A Tutorial on Learning-Based Radio Map Construction: Data, Paradigms, and Physics-Awareness
by: Wang, Xiucheng, et al.
Published: (2026)
by: Wang, Xiucheng, et al.
Published: (2026)
Bayesian Radio Map Estimation: Fundamentals and Implementation via Diffusion Models
by: Ha, Tien Ngoc, et al.
Published: (2025)
by: Ha, Tien Ngoc, et al.
Published: (2025)
ReVeal: A Physics-Informed Neural Network for High-Fidelity Radio Environment Mapping
by: Shahid, Mukaram, et al.
Published: (2025)
by: Shahid, Mukaram, et al.
Published: (2025)
Theoretical Analysis of the Radio Map Estimation Problem
by: Romero, Daniel, et al.
Published: (2023)
by: Romero, Daniel, et al.
Published: (2023)
Novel Physics-Aware Attention-Based Machine Learning Approach for Mutual Coupling Modeling
by: Wang, Can, et al.
Published: (2025)
by: Wang, Can, et al.
Published: (2025)
Joint CFO-Channel Estimation under Strong Inter-Cell Interference for Low-Altitude Radio Mapping
by: Li, Bowen, et al.
Published: (2025)
by: Li, Bowen, et al.
Published: (2025)
Meta-Learning Empowered Graph Neural Networks for Radio Resource Management
by: Huang, Kai, et al.
Published: (2024)
by: Huang, Kai, et al.
Published: (2024)
FARM: Foundational Aerial Radio Map for Intelligent Low-Altitude Networking
by: Gao, Shijian, et al.
Published: (2026)
by: Gao, Shijian, et al.
Published: (2026)
R$^{2}$Net: 2D Deep Residual Learning with Height Embedding for 3D Radio Map Estimation
by: Rao, Huiting, et al.
Published: (2026)
by: Rao, Huiting, et al.
Published: (2026)
Path-Level Radio Map-Aided Fast and Robust Channel Estimation for Pilot-Starved MIMO-OFDM Systems
by: Wang, Xiucheng, et al.
Published: (2026)
by: Wang, Xiucheng, et al.
Published: (2026)
Structure-Aware Near-Field Radio Map Recovery via RBF-Assisted Matrix Completion
by: Sun, Hao, et al.
Published: (2025)
by: Sun, Hao, et al.
Published: (2025)
WiFi-Diffusion: Achieving Fine-Grained WiFi Radio Map Estimation With Ultra-Low Sampling Rate by Diffusion Models
by: Liu, Zhiyuan, et al.
Published: (2025)
by: Liu, Zhiyuan, et al.
Published: (2025)
RadioPiT: Radio Map Generation with Pixel Transformer Driven by Ultra-Sparse Real-World Data
by: Sun, Zeyao, et al.
Published: (2025)
by: Sun, Zeyao, et al.
Published: (2025)
Bayesian-Driven Graph Reasoning for Active Radio Map Construction
by: Lu, Wenlihan, et al.
Published: (2025)
by: Lu, Wenlihan, et al.
Published: (2025)
A Radio Map Approach for Reduced Pilot CSI Tracking in Massive MIMO Networks
by: Zheng, Yuanshuai, et al.
Published: (2024)
by: Zheng, Yuanshuai, et al.
Published: (2024)
Two-Stage Radio Map Construction with Real Environments and Sparse Measurements
by: Wang, Yifan, et al.
Published: (2024)
by: Wang, Yifan, et al.
Published: (2024)
RadioGAT: A Joint Model-based and Data-driven Framework for Multi-band Radiomap Reconstruction via Graph Attention Networks
by: Li, Xiaojie, et al.
Published: (2024)
by: Li, Xiaojie, et al.
Published: (2024)
Radio Map Estimation via Latent Domain Plug-and-Play Denoising
by: Xu, Le, et al.
Published: (2025)
by: Xu, Le, et al.
Published: (2025)
Radio Map Estimation: Empirical Validation and Analysis
by: Shrestha, Raju, et al.
Published: (2023)
by: Shrestha, Raju, et al.
Published: (2023)
Propagation Mechanism-Aware Near-Field Spatially Non-Stationary Channel Estimation and Environment Mapping
by: Liu, Yuan, et al.
Published: (2026)
by: Liu, Yuan, et al.
Published: (2026)
TransPathNet: A Novel Two-Stage Framework for Indoor Radio Map Prediction
by: Li, Xin, et al.
Published: (2025)
by: Li, Xin, et al.
Published: (2025)
F$^4$-CKM: Learning Channel Knowledge Map with Radio Frequency Radiance Field Rendering
by: Zhou, Kequan, et al.
Published: (2026)
by: Zhou, Kequan, et al.
Published: (2026)
RMTransformer: Accurate Radio Map Construction and Coverage Prediction
by: Li, Yuxuan, et al.
Published: (2025)
by: Li, Yuxuan, et al.
Published: (2025)
Exposure-Aware Beamforming for mmWave Systems: From EM Theory to Thermal Compliance
by: Zhou, Zihan, et al.
Published: (2026)
by: Zhou, Zihan, et al.
Published: (2026)
Advancing THz Radio Map Construction and Obstacle Sensing: An Integrated Generative Framework in ISAC
by: Hu, Tianyu, et al.
Published: (2025)
by: Hu, Tianyu, et al.
Published: (2025)
Towards THz-based Obstacle Sensing: A Generative Radio Environment Awareness Framework
by: Hu, Tianyu, et al.
Published: (2025)
by: Hu, Tianyu, et al.
Published: (2025)
Multiple Source Localization via Local Radio Map Construction in Urban Environments
by: Zhang, Qilu, et al.
Published: (2025)
by: Zhang, Qilu, et al.
Published: (2025)
Flow Matching-Based Active Learning for Radio Map Construction with Low-Altitude UAVs
by: Sun, Hao, et al.
Published: (2025)
by: Sun, Hao, et al.
Published: (2025)
Sparsity-Aware Event-Driven Impulse Radio Transceivers for Reliable Neuromorphic Inference
by: Guan, Zhengzhong, et al.
Published: (2026)
by: Guan, Zhengzhong, et al.
Published: (2026)
Radio Map-Based Spectrum Sharing for Joint Communication and Sensing
by: Fang, Xionran, et al.
Published: (2024)
by: Fang, Xionran, et al.
Published: (2024)
Similar Items
-
CGFormer: A Cross-Attention Based Grid-Free Transformer for Radio Map Estimation
by: Nan, Haihan, et al.
Published: (2026) -
DULRTC-RME: A Deep Unrolled Low-rank Tensor Completion Network for Radio Map Estimation
by: Wang, Yao, et al.
Published: (2025) -
Physics-Inspired Distributed Radio Map Estimation
by: Yang, Dong, et al.
Published: (2025) -
RadioDUN: A Physics-Inspired Deep Unfolding Network for Radio Map Estimation
by: Chen, Taiqin, et al.
Published: (2025) -
Radio Map Assisted Approach for Interference-Aware Predictive UAV Communications
by: Li, Bowen, et al.
Published: (2024)