“Denoising diffusion probabilistic model for radio map estimation in generative wireless networks” (2025) has been cited 43 times according to Google Scholar. CitationMap has resolved 38 citing papers from institutions across 11 countries.
Authors: Yuchen Liu (North Carolina State University), Mingzhe Chen (University of Miami), Xuanhao Luo (North Carolina State University), Zhizhen Li (North Carolina State University), Zhiyuan Peng (North Carolina State University)
A tutorial on learning-based radio map construction: Data, paradigms, and physics-awarenes
· Xiucheng Wang, Yuhao Pan, Nan Cheng
Integrated sensing and communication: Towards multifunctional perceptive network
· Yuanhao Cui, Jiali Nie, Fan Liu, Weijie Yuan +6 more
· Zijian Wu, Di Wu, Shen Fu, Yuelong Qiu +1 more
Diffusion models for future networks and communications: A comprehensive survey
Generative AI Meets Wireless Sensing: Towards Wireless Foundation Model
· Zheng Yang, Guoxuan Chi, Chenshu Wu, Hanyu Liu +4 more
Rank-based modeling for universal packets compression in multi-modal communications
· Xuanhao Luo, Zhiyuan Peng, Zhouyu Li, Ruozhou Yu +1 more
· Honggang Jia, Nan Cheng, Xiucheng Wang, Conghao Zhou +2 more
RadioRS: A Sampling-Free Low-Altitude Wireless Networks Leveraging Radio Maps and Rate-Splitting
Learning Ray-Tracing for Radio Propagation via Cross-Attention-Based Diffusion Models
Radio Propagation Modelling: To Differentiate or To Deep Learn, That Is The Question
· Stefanos Bakirtzis, Paul Almasan, Jos'e Su'arez-Varela, Gabriel O. Ferreira +4 more
Bridging Data Gaps: Enhancing Wireless Localization with Physics-Informed Data Augmentation
· Md Mumtahin Habib Ullah Mazumder, Frost Mitchell, Aditya Bhaskara, Sneha Kumar Kasera +1 more
ARCS: Adversarial RF Map Categorization and Synthesis Through Unsupervised Feature Extraction
Beamforming Feedback-Driven Wireless Positioning: A Transferable Vision Transformer Approach
Invertible Diffusion for Low-Memory Channel Gain Map Construction in Wireless Communication Networks
· Ruifeng Gao, Sen Li, Jue Wang, Qiuming Zhu +1 more
Generative MIMO Beam Map Construction for Location Recovery and Beam Tracking
· Wangqian Chen, Junting Chen, Shuguang Cui
Hypergraph Attention Network for Spatio-Temporal Interference Modeling in Cellular Networks
Transfer to Sky: Unveil Low-Altitude Route-Level Radio Maps via Ground Crowdsourced Data
· Wenlihan Lu, Huacong Chen, Ruiyang Duan, Weijie Yuan +1 more
Bayesian Radio Map Estimation: Fundamentals and Implementation via Diffusion Models
· Tien Ngoc Ha, Daniel Romero
Channel Knowledge Map Construction via Guided Flow Matching
· Ziyu Huang, Yong Zeng, Shen Fu, Xiaoli Xu +1 more
Structure-Aware Near-Field Radio Map Recovery via RBF-Assisted Matrix Completion
· Hao Sun, Xianghao Yu, Junting Chen
Diffusion model-based rssi fingerprint generation for indoor localization in dynamic environments
MIMO Beam Map Reconstruction via Toeplitz-Structured Matrix-Vector Tensor Decomposition
· Hao Sun, Junting Chen, Xianghao Yu
A Lightweight Coordinate-Conditioned Diffusion Approach for 6G C-V2X Radio Environment Maps
· Liu Cao, Zhaoyu Liu, Dongyu Wei, Yuan Yang +2 more
· Fupei Guo, Kerry Pan, Songyang Zhang, Yue Wang +1 more
Generative artificial intelligence assisted radio spectrum cognition: advances and challenges
· Zhiyuan LIU, Lingyang SONG, Qingyu LIU, Shuhang ZHANG +1 more
Towards high-fidelity radio coverage maps: calibration using real-world measurements in Sionna RT
CSI-JEPA: Towards Foundation Representations for Ubiquitous Sensing with Minimal Supervision
Generative AI for Wireless Communication and Sensing: Toward Unified Foundation Models
A Perception vs. Distortion Perspective on Score-Based Generative Channel Estimation
· Marco Skocaj, L. Eller, M. Boban
Active Perception for Radio Map Reconstruction in Uncharted 3D Air-Ground Environments
· Wencheng Lu, Miaowen Wen, Shijian Gao
· Zhanqi Jin, Nan Li, Tingting Yang, Xiaoxia Huang +1 more
REM-Diff: Conditional Diffusion for UAV-Based Radio Map Construction in Urban Environments
· J F Li, Qihui Wu, Xu Haikuo, Gao Jieyu +2 more
Theoretical Analysis of Diffusion Models for Radio Map Estimation with Ultra-low Sampling Rates
· Chenkai Guo, Hui Fan, Shenghua Dong, Minhua Yin +6 more
· Zhihan Zeng, Kaihe Wang, Zhongpei Zhang, Chongwen Huang
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