Cover Image

Reducing Pilots in Channel Estimation with Predictive Foundation Models

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhou, Xingyu, Liang, Le, Ye, Hao, Zhang, Jing, Wen, Chao-Kai, Jin, Shi
Format:	Preprint
Published:	2025
Subjects:	Information Theory Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Joint Channel Estimation and Signal Detection for MIMO-OFDM: A Novel Data-Aided Approach with Reduced Computational Overhead
by: Li, Xinjie, et al.
Published: (2025)

Generative Diffusion Models for High Dimensional Channel Estimation
by: Zhou, Xingyu, et al.
Published: (2024)

Robust MIMO Channel Estimation Using Energy-Based Generative Diffusion Models
by: Diao, Ziqi, et al.
Published: (2025)

Next-Generation AI-Native Wireless Communications: MCMC-Based Receiver Architectures for Unified Processing
by: Zhou, Xingyu, et al.
Published: (2025)

Mini-Batch Gradient-Based MCMC for Decentralized Massive MIMO Detection
by: Zhou, Xingyu, et al.
Published: (2024)

Near-Optimal MIMO Detection Using Gradient-Based MCMC in Discrete Spaces
by: Zhou, Xingyu, et al.
Published: (2024)

Gradient-Based Markov Chain Monte Carlo for MIMO Detection
by: Zhou, Xingyu, et al.
Published: (2023)

Learning-Aided Iterative Receiver for Superimposed Pilots: Design and Experimental Evaluation
by: Li, Xinjie, et al.
Published: (2025)

Conditional Diffusion Model-Enabled Scenario-Specific Neural Receivers for Superimposed Pilot Schemes
by: Zhou, Xingyu, et al.
Published: (2025)

Graph Neural Network-Enhanced Expectation Propagation Algorithm for MIMO Turbo Receivers
by: Zhou, Xingyu, et al.
Published: (2023)

Low-Overhead Receiver Design for Data-Dependent Superimposed Training via Deep Learning
by: Li, Xinjie, et al.
Published: (2026)

Channel Estimation for FAS-assisted Multiuser mmWave Systems
by: Xu, Hao, et al.
Published: (2023)

Mid-Band Extra Large-Scale MIMO System: Channel Modeling and Performance Analysis
by: Tian, Jiachen, et al.
Published: (2024)

Deep Learning-based Position-domain Channel Extrapolation for Cell-Free Massive MIMO
by: Guo, Jiajia, et al.
Published: (2025)

Low-Complexity Joint Beamforming for RIS-Assisted MU-MISO Systems Based on Model-Driven Deep Learning
by: Jin, Weijie, et al.
Published: (2023)

Channel Customization for Low-Complexity CSI Acquisition in Multi-RIS-Assisted MIMO Systems
by: Chen, Weicong, et al.
Published: (2024)

Joint Spatial Division and Multiplexing with Customized Orthogonal Group Channels in Multi-RIS-Assisted Systems
by: Chen, Weicong, et al.
Published: (2025)

Beam Prediction Based on Multimodal Large Language Models
by: Mao, Tianhao, et al.
Published: (2026)

Convolutional Neural Network based Multiple-Rate Compressive Sensing for Massive MIMO CSI Feedback: Design, Simulation, and Analysis
by: Guo, Jiajia, et al.
Published: (2019)

Prompt-Enabled Large AI Models for CSI Feedback
by: Guo, Jiajia, et al.
Published: (2025)

Interference-Precancelled Pilot Design for LMMSE Channel Estimation of GFDM
by: Tai, Ching-Lun, et al.
Published: (2019)

Jamming Detection and Channel Estimation for Spatially Correlated Beamspace Massive MIMO
by: Du, Pengguang, et al.
Published: (2024)

Deep Learning for Joint Channel Estimation and Feedback in Massive MIMO Systems
by: Guo, Jiajia, et al.
Published: (2020)

Message Passing-Based Joint Channel Estimation and Signal Detection for OTFS with Superimposed Pilots
by: Huang, Fupeng, et al.
Published: (2023)

ISAC Prototype System for Multi-Domain Cooperative Communication Networks
by: Yang, Jie, et al.
Published: (2024)

On Purely Data-Driven Massive MIMO Detectors
by: Ye, Hao, et al.
Published: (2024)

Deep Learning-based CSI Feedback for RIS-assisted Multi-user Systems
by: Guo, Jiajia, et al.
Published: (2020)

Compression and Acceleration of Neural Networks for Communications
by: Guo, Jiajia, et al.
Published: (2019)

Exploring the Potential of Large Language Models for Massive MIMO CSI Feedback
by: Cui, Yiming, et al.
Published: (2025)

Pilot Signal and Channel Estimator Co-Design for Hybrid-Field XL-MIMO
by: Kang, Yoonseong, et al.
Published: (2024)

IM-based Pilot-assisted Channel Estimation for FTN Signaling HF Communications
by: Keykhosravi, Simin, et al.
Published: (2024)

Multi-Block UAMP Detection for AFDM under Fractional Delay-Doppler Channel
by: Xu, Jin, et al.
Published: (2024)

A Novel Channel Model for Reconfigurable Intelligent Surfaces with Consideration of Polarization and Switch Impairments
by: Chian, De-Ming, et al.
Published: (2023)

Power Consumption and Energy Efficiency of Mid-Band XL-MIMO: Modeling, Scaling Laws, and Performance Insights
by: Tian, Jiachen, et al.
Published: (2025)

Space-Air-Ground Integrated Networks: Their Channel Model and Performance Analysis
by: Zhang, Chao, et al.
Published: (2024)

Unsupervised Learning-Based Joint Resource Allocation and Beamforming Design for RIS-Assisted MISO-OFDMA Systems
by: Ma, Yu, et al.
Published: (2025)

RIS-Aided Cooperative ISAC Networks for Structural Health Monitoring
by: Yang, Jie, et al.
Published: (2025)

Integrated Communication and Learned Recognizer with Customized RIS Phases and Sensing Durations
by: Huang, Yixuan, et al.
Published: (2025)

Adaptive Bit Partitioning for Reconfigurable Intelligent Surface Assisted FDD Systems with Limited Feedback
by: Chen, Weicong, et al.
Published: (2020)

Adversarial Attack on DL-based Massive MIMO CSI Feedback
by: Liu, Qing, et al.
Published: (2020)