Denoising diffusion probabilistic model for radio map estimation in generative wireless networks

Where this paper is cited

Papers citing this work (30 resolved)

1. A tutorial on learning-based radio map construction: Data, paradigms, and physics-awarenes

   · Nan Cheng, Xiucheng Wang, Yuhao Pan

2. Integrated sensing and communication: Towards multifunctional perceptive network

   · Jie Xu, Shuguang Cui, Zhiyong Feng, Yuanhao Cui +6 more

3. CKMImageNet: A Dataset for AI-Based Channel Knowledge Map Towards Environment-Aware Communication and Sensing

   · Di Wu, Zijian Wu, Shen Fu, Yuelong Qiu +1 more

4. Diffusion models for future networks and communications: A comprehensive survey

5. Generative AI Meets Wireless Sensing: Towards Wireless Foundation Model

   · Zheng Yang, Yunhao Liu, Guoxuan Chi, Chenshu Wu +4 more

6. Rank-based modeling for universal packets compression in multi-modal communications

   · Yuchen Liu, Xuanhao Luo, Zhiyuan Peng, Zhouyu Li +1 more

7. RadioMamba: Breaking the Accuracy-Efficiency Trade-off in Radio Map Construction via a Hybrid Mamba-UNet

   · Nan Cheng, Xiucheng Wang, Xuemin Shen, Honggang Jia +2 more

8. Generative artificial intelligence models for emerging communication systems: Fundamentals and challenges

9. RadioRS: A Sampling-Free Low-Altitude Wireless Networks Leveraging Radio Maps and Rate-Splitting

10. Covert Communications: A Generative Spectrum Map Paradigm

11. Learning Ray-Tracing for Radio Propagation via Cross-Attention-Based Diffusion Models

12. 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

13. 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

14. Semantic Communication for Low-Altitude Economy: Harnessing the Power of Generative AI and Edge Intelligence

15. ARCS: Adversarial RF Map Categorization and Synthesis Through Unsupervised Feature Extraction

16. Beamforming Feedback-Driven Wireless Positioning: A Transferable Vision Transformer Approach

17. Invertible Diffusion for Low-Memory Channel Gain Map Construction in Wireless Communication Networks

    · Ruifeng Gao, Sen Li, Jue Wang, Qiuming Zhu +1 more

18. Generative MIMO Beam Map Construction for Location Recovery and Beam Tracking

    · Junting Chen, Shuguang Cui, Wangqian Chen

19. Hypergraph Attention Network for Spatio-Temporal Interference Modeling in Cellular Networks

20. Transfer to Sky: Unveil Low-Altitude Route-Level Radio Maps via Ground Crowdsourced Data

    · Ruiyang Duan, Weijie Yuan, Shijian Gao, Wenlihan Lu +1 more

21. Bayesian Radio Map Estimation: Fundamentals and Implementation via Diffusion Models

    · Tien Ngoc Ha, Daniel Romero

22. Channel Knowledge Map Construction via Guided Flow Matching

    · Xiaoli Xu, Hongyang Du, Shen Fu, Yong Zeng +1 more

23. Structure-Aware Near-Field Radio Map Recovery via RBF-Assisted Matrix Completion

    · Junting Chen, Hao Sun, Xianghao Yu

24. Diffusion model-based rssi fingerprint generation for indoor localization in dynamic environments

25. MIMO Beam Map Reconstruction via Toeplitz-Structured Matrix-Vector Tensor Decomposition

    · Junting Chen, Hao Sun, Xianghao Yu

26. A Lightweight Coordinate-Conditioned Diffusion Approach for 6G C-V2X Radio Environment Maps

    · Liu Cao, Zhaoyu Liu, Dongyu Wei, Yuan Yang +2 more

27. RadioKMoE: Knowledge-Guided Radiomap Estimation with Kolmogorov-Arnold Networks and Mixture-of-Experts

    · Fupei Guo, Kerry Pan, Songyang Zhang, Yue Wang +1 more

28. Generative artificial intelligence assisted radio spectrum cognition: advances and challenges

    · Zhiyuan LIU, Lingyang SONG, Qingyu LIU, Shuhang ZHANG +1 more

29. Towards high-fidelity radio coverage maps: calibration using real-world measurements in Sionna RT

30. CSI-JEPA: Towards Foundation Representations for Ubiquitous Sensing with Minimal Supervision