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Near-Field Channel Estimation for XL-MIMO: A Deep Generative Model Guided by Side Information

Near-Field Channel Estimation for XL-MIMO: A Deep Generative Model Guided by Side Information

IEEE Transactions on Cognitive Communications and Networking (TCCN), 2025
11 May 2025
Zhenzhou Jin
Li You
Derrick Wing Kwan Ng
Xiang-Gen Xia
Xiqi Gao
ArXiv (abs)PDFHTML

Papers citing "Near-Field Channel Estimation for XL-MIMO: A Deep Generative Model Guided by Side Information"

14 / 14 papers shown
Title
EnvCDiff: Joint Refinement of Environmental Information and Channel Fingerprints via Conditional Generative Diffusion Model
EnvCDiff: Joint Refinement of Environmental Information and Channel Fingerprints via Conditional Generative Diffusion ModelIEEE Transactions on Vehicular Technology (IEEE Trans. Veh. Technol.), 2025
Zhenzhou Jin
Li You
Xiang-Gen Xia
Xiqi Gao
DiffM
165
0
0
12 May 2025
Channel Fingerprint Construction for Massive MIMO: A Deep Conditional Generative Approach
Channel Fingerprint Construction for Massive MIMO: A Deep Conditional Generative Approach
Zhenzhou Jin
Li You
Xudong Li
Zhen Gao
Yuanwei Liu
Xiang-Gen Xia
Xiqi Gao
DiffM
180
1
0
12 May 2025
GDM4MMIMO: Generative Diffusion Models for Massive MIMO Communications
GDM4MMIMO: Generative Diffusion Models for Massive MIMO Communications
Zhenzhou Jin
Li You
Huibin Zhou
Yuanshuo Wang
Xiaofeng Liu
Xinrui Gong
Xiqi Gao
Derrick Wing Kwan Ng
Xiang-Gen Xia
DiffM
90
10
0
24 Dec 2024
An I2I Inpainting Approach for Efficient Channel Knowledge Map
  Construction
An I2I Inpainting Approach for Efficient Channel Knowledge Map ConstructionIEEE Transactions on Wireless Communications (IEEE TWC), 2024
Zhenzhou Jin
Li You
Jue Wang
Xiang-Gen Xia
Xiqi Gao
130
25
0
14 Jun 2024
SinSR: Diffusion-Based Image Super-Resolution in a Single Step
SinSR: Diffusion-Based Image Super-Resolution in a Single StepComputer Vision and Pattern Recognition (CVPR), 2023
Yufei Wang
Wenhan Yang
Xinyuan Chen
Yaohui Wang
Lanqing Guo
Lap-Pui Chau
Ziwei Liu
Yu Qiao
Alex C. Kot
Bihan Wen
DiffM
313
193
0
23 Nov 2023
Consistency Models
Consistency ModelsInternational Conference on Machine Learning (ICML), 2023
Yang Song
Prafulla Dhariwal
Mark Chen
Ilya Sutskever
VLMDiffM
352
1,370
0
02 Mar 2023
A Survey on Generative Diffusion Model
A Survey on Generative Diffusion ModelIEEE Transactions on Knowledge and Data Engineering (TKDE), 2022
Hanqun Cao
Cheng Tan
Zhangyang Gao
Yilun Xu
Guangyong Chen
Pheng-Ann Heng
Stan Z. Li
MedIm
582
387
0
06 Sep 2022
Understanding Diffusion Models: A Unified Perspective
Understanding Diffusion Models: A Unified Perspective
Calvin Luo
DiffM
208
449
0
25 Aug 2022
Generative Adversarial Networks
Generative Adversarial NetworksInternational Conference on Computing Communication and Networking Technologies (ICCCNT), 2021
Gilad Cohen
Raja Giryes
GAN
721
30,263
0
01 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models
High-Resolution Image Synthesis with Latent Diffusion ModelsComputer Vision and Pattern Recognition (CVPR), 2021
Robin Rombach
A. Blattmann
Dominik Lorenz
Patrick Esser
Bjorn Ommer
DiffM
1.2K
20,333
0
20 Dec 2021
Denoising Diffusion Probabilistic Models
Denoising Diffusion Probabilistic Models
Jonathan Ho
Ajay Jain
Pieter Abbeel
DiffM
3.9K
24,679
0
19 Jun 2020
Decision-Making with Auto-Encoding Variational Bayes
Decision-Making with Auto-Encoding Variational BayesNeural Information Processing Systems (NeurIPS), 2020
Romain Lopez
Pierre Boyeau
Nir Yosef
Michael I. Jordan
Jeffrey Regier
BDL
1.3K
19,430
0
17 Feb 2020
Generative Modeling by Estimating Gradients of the Data Distribution
Generative Modeling by Estimating Gradients of the Data DistributionNeural Information Processing Systems (NeurIPS), 2019
Yang Song
Stefano Ermon
SyDaDiffM
641
4,725
0
12 Jul 2019
Attention Is All You Need
Attention Is All You NeedNeural Information Processing Systems (NeurIPS), 2017
Ashish Vaswani
Noam M. Shazeer
Niki Parmar
Jakob Uszkoreit
Llion Jones
Aidan Gomez
Lukasz Kaiser
Illia Polosukhin
3DV
2.4K
157,232
0
12 Jun 2017
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