Cover Image

Towards channel foundation models (CFMs): Motivations, methodologies and opportunities

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Jiang, Jun, Gao, Yuan, Wu, Xinyi, Xu, Shugong
Format:	Preprint
Published:	2025
Subjects:	Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

C2S-AE: CSI to Sensing enabled by an Auto-Encoder-based Framework
by: Jiang, Jun, et al.
Published: (2025)

MTCA: Multi-Task Channel Analysis for Wireless Communication
by: Jiang, Jun, et al.
Published: (2025)

CSI-MAE: A Masked Autoencoder-based Channel Foundation Model
by: Jiang, Jun, et al.
Published: (2026)

Channel Extrapolation for MIMO Systems with the Assistance of Multi-path Information Induced from Channel State Information
by: Gao, Yuan, et al.
Published: (2026)

AI/ML for mobile networks: Current status in Rel. 19 and challenges ahead
by: Gao, Yuan, et al.
Published: (2026)

A MIMO Wireless Channel Foundation Model via CIR-CSI Consistency
by: Jiang, Jun, et al.
Published: (2025)

SSNet: Flexible and robust channel extrapolation for fluid antenna systems enabled by an self-supervised learning framework
by: Gao, Yuan, et al.
Published: (2025)

Near-Field Positioning for XL-MIMO Uniform Circular Arrays: An Attention-Enhanced Deep Learning Approach
by: Gao, Yuan, et al.
Published: (2026)

Generalizable and Robust Beam Prediction for 6G Networks: An Deep-Learning Framework with Positioning Feature Fusion
by: Jin, Yanliang, et al.
Published: (2026)

AI-Driven Channel State Information (CSI) Extrapolation for 6G: Current Situations, Challenges and Future Research
by: Gao, Yuan, et al.
Published: (2026)

Enhanced Fingerprint-based Positioning With Practical Imperfections: Deep learning-based approaches
by: Xu, Shugong, et al.
Published: (2025)

Dynamic Channel Charting: An LSTM-AE-based Approach
by: Gao, Yuan, et al.
Published: (2026)

Effective outdoor pathloss prediction: A multi-layer segmentation approach with weighting map
by: Gao, Yuan, et al.
Published: (2026)

Enabling 6G Through Multi-Domain Channel Extrapolation: Opportunities and Challenges of Generative Artificial Intelligence
by: Gao, Yuan, et al.
Published: (2025)

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design
by: Liu, Boxun, et al.
Published: (2025)

Sidelink Positioning: Standardization Advancements, Challenges and Opportunities
by: Gao, Yuan, et al.
Published: (2025)

Performance of orthogonal delay-doppler division multiplexing modulation with imperfect channel estimation
by: Huang, Kehan, et al.
Published: (2024)

Cascaded channel modeling and experimental validation for RIS assisted communication system
by: Zhang, Jiwei, et al.
Published: (2024)

Toward Dual-Functional LAWN: Control-Aware System Design for Aerodynamics-Aided UAV Formations
by: Wu, Jun, et al.
Published: (2025)

AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges
by: Pan, Guangjin, et al.
Published: (2025)

LinFormer: A Linear-based Lightweight Transformer Architecture For Time-Aware MIMO Channel Prediction
by: Jin, Yanliang, et al.
Published: (2024)

Latency Minimization Oriented Radio and Computation Resource Allocations for 6G V2X Networks with ISCC
by: Liu, Peng, et al.
Published: (2025)

Toward Agile and Cooperative LEO Satellite Beam-Hopping Networks: Paradigms, Challenges, and Opportunities
by: Huang, Xinyi, et al.
Published: (2026)

A physics-based perspective for understanding and utilizing spatial resources of wireless channels
by: Xu, Hui, et al.
Published: (2024)

Towards Secure ISAC Beamforming: How Many Dedicated Sensing Beams Are Required?
by: Xia, Fanghao, et al.
Published: (2025)

Single-scatter channel impulse response model of non-line-of-sight ultraviolet communications
by: Cao, Tian, et al.
Published: (2022)

Active noise cancellation in ultra-low field MRI: distinct strategies for different channels
by: He, Jiali, et al.
Published: (2025)

Channel Coding Toward 6G: Technical Overview and Outlook
by: Rowshan, Mohammad, et al.
Published: (2024)

Towards Intelligent Edge Sensing for ISCC Network: Joint Multi-Tier DNN Partitioning and Beamforming Design
by: Liu, Peng, et al.
Published: (2025)

Real-time Extended Reality Video Transmission Optimization Based on Frame-priority Scheduling
by: Pan, Guangjin, et al.
Published: (2024)

Tensor-based modeling/estimation of static channels in IRS-assisted MIMO systems
by: Benício, Kenneth B. A., et al.
Published: (2023)

Toward Near-Space Communication Network in the 6G and Beyond Era
by: Liu, Xinhua, et al.
Published: (2025)

Single-channel electroencephalography decomposition by detector-atom network and its pre-trained model
by: Higashi, Hiroshi
Published: (2024)

Conditional Diffusion-Based Point Cloud Imaging for UAV Position and Attitude Sensing
by: Dai, Xinhong, et al.
Published: (2026)

Tabular foundation models for robust calibration of near-infrared chemical sensing data
by: Reiter, Robin, et al.
Published: (2026)

Toward Multi-Functional LAWNs with ISAC: Opportunities, Challenges, and the Road Ahead
by: Wu, Jun, et al.
Published: (2025)

A foundation model for electrodermal activity data
by: Alchieri, Leonardo, et al.
Published: (2026)

Multi-Reference and Adaptive Nonlinear Transform Source-Channel Coding for Wireless Image Semantic Transmission
by: Yuan, Cheng, et al.
Published: (2025)

Spatial separation of closely-spaced users in measured distributed massive MIMO channels
by: Xu, Yingjie, et al.
Published: (2024)

Electromagnetic Property Sensing Based on Diffusion Model in ISAC System
by: Jiang, Yuhua, et al.
Published: (2024)