AI/ML for mobile networks: Current status in Rel. 19 and challenges ahead
Fuente:
arXiv
Saved in:
| Main Authors: | Gao, Yuan, Wu, Xinyi, Jiang, Jun, Hu, Bintao, Du, Jianbo, Ye, Qiang, Zhang, Shunqing, Yu, F. Richard, Xu, Shugong |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Dynamic Channel Charting: An LSTM-AE-based Approach
by: Gao, Yuan, et al.
Published: (2026)
by: Gao, Yuan, 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)
by: Gao, Yuan, et al.
Published: (2026)
Towards channel foundation models (CFMs): Motivations, methodologies and opportunities
by: Jiang, Jun, et al.
Published: (2025)
by: Jiang, Jun, 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)
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)
by: Jin, Yanliang, et al.
Published: (2026)
C2S-AE: CSI to Sensing enabled by an Auto-Encoder-based Framework
by: Jiang, Jun, et al.
Published: (2025)
by: Jiang, Jun, et al.
Published: (2025)
MTCA: Multi-Task Channel Analysis for Wireless Communication
by: Jiang, Jun, et al.
Published: (2025)
by: Jiang, Jun, et al.
Published: (2025)
Effective outdoor pathloss prediction: A multi-layer segmentation approach with weighting map
by: Gao, Yuan, et al.
Published: (2026)
by: Gao, Yuan, et al.
Published: (2026)
SSNet: Flexible and robust channel extrapolation for fluid antenna systems enabled by an self-supervised learning framework
by: Gao, Yuan, et al.
Published: (2025)
by: Gao, Yuan, et al.
Published: (2025)
Enabling 6G Through Multi-Domain Channel Extrapolation: Opportunities and Challenges of Generative Artificial Intelligence
by: Gao, Yuan, et al.
Published: (2025)
by: Gao, Yuan, et al.
Published: (2025)
Real-time Extended Reality Video Transmission Optimization Based on Frame-priority Scheduling
by: Pan, Guangjin, et al.
Published: (2024)
by: Pan, Guangjin, et al.
Published: (2024)
CSI-MAE: A Masked Autoencoder-based Channel Foundation Model
by: Jiang, Jun, et al.
Published: (2026)
by: Jiang, Jun, et al.
Published: (2026)
LinFormer: A Linear-based Lightweight Transformer Architecture For Time-Aware MIMO Channel Prediction
by: Jin, Yanliang, et al.
Published: (2024)
by: Jin, Yanliang, et al.
Published: (2024)
A MIMO Wireless Channel Foundation Model via CIR-CSI Consistency
by: Jiang, Jun, et al.
Published: (2025)
by: Jiang, Jun, et al.
Published: (2025)
Channel Extrapolation for MIMO Systems with the Assistance of Multi-path Information Induced from Channel State Information
by: Gao, Yuan, et al.
Published: (2026)
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)
by: Xu, Shugong, et al.
Published: (2025)
AI-driven Wireless Positioning: Fundamentals, Standards, State-of-the-art, and Challenges
by: Pan, Guangjin, et al.
Published: (2025)
by: Pan, Guangjin, et al.
Published: (2025)
A Tutorial on 3GPP Rel-19 Channel Modeling for 6G FR3 (7-24 GHz): From Standard Specification to Simulation Implementation
by: Tang, Pan, et al.
Published: (2026)
by: Tang, Pan, et al.
Published: (2026)
Sidelink Positioning: Standardization Advancements, Challenges and Opportunities
by: Gao, Yuan, et al.
Published: (2025)
by: Gao, Yuan, et al.
Published: (2025)
RelCon: Relative Contrastive Learning for a Motion Foundation Model for Wearable Data
by: Xu, Maxwell A., et al.
Published: (2024)
by: Xu, Maxwell A., et al.
Published: (2024)
5G-Advanced AI/ML Beam Management: Performance Evaluation with Integrated ML Models
by: Jayaweera, Nalin, et al.
Published: (2024)
by: Jayaweera, Nalin, et al.
Published: (2024)
Fairness Optimization for Intelligent Reflecting Surface Aided Uplink Rate-Splitting Multiple Access
by: Zhang, Shanshan, et al.
Published: (2024)
by: Zhang, Shanshan, et al.
Published: (2024)
Learning to Beamform for Cooperative Localization and Communication: A Link Heterogeneous GNN-Based Approach
by: Lian, Lixiang, et al.
Published: (2025)
by: Lian, Lixiang, et al.
Published: (2025)
Ultra-reliable urban air mobility networks
by: Kim, Hyunsoo
Published: (2024)
by: Kim, Hyunsoo
Published: (2024)
Integrated Radio Sensing Capabilities for 6G Networks: AI/ML Perspective
by: Shatov, Victor, et al.
Published: (2025)
by: Shatov, Victor, et al.
Published: (2025)
IREE Oriented Active RIS-Assisted Green communication System with Outdated CSI
by: Cao, Kai, et al.
Published: (2024)
by: Cao, Kai, et al.
Published: (2024)
Joint Optimization of Communication Enhancement and Location Privacy Protection in RIS-Assisted Underwater Communication System
by: Chen, Ziqi, et al.
Published: (2024)
by: Chen, Ziqi, et al.
Published: (2024)
QuTE: decentralized multiple testing on sensor networks with false discovery rate control
by: Ramdas, Aaditya, et al.
Published: (2022)
by: Ramdas, Aaditya, et al.
Published: (2022)
AI/ML based Joint Source and Channel Coding for HARQ-ACK Payload
by: Doshi, Akash, et al.
Published: (2025)
by: Doshi, Akash, et al.
Published: (2025)
A Retrieval-Assisted Framework for Wireless Localization
by: Huang, Haoyu, et al.
Published: (2026)
by: Huang, Haoyu, et al.
Published: (2026)
Generative-AI for AI/ML Model Adaptive Retraining in Beyond 5G Networks
by: Gudepu, Venkateswarlu, et al.
Published: (2024)
by: Gudepu, Venkateswarlu, et al.
Published: (2024)
AI for CSI Prediction in 5G-Advanced and Beyond
by: Jiang, Chengyong, et al.
Published: (2025)
by: Jiang, Chengyong, et al.
Published: (2025)
5G Positioning Advancements with AI/ML
by: Alawieh, Mohammad, et al.
Published: (2023)
by: Alawieh, Mohammad, et al.
Published: (2023)
A Generalized Nyquist-Shannon Sampling Theorem Using the Koopman Operator
by: Zeng, Zhexuan, et al.
Published: (2023)
by: Zeng, Zhexuan, et al.
Published: (2023)
Superimposed DMRS for Spectrally Efficient 6G Uplink Multi-User OFDM: Classical vs AI/ML Receivers
by: Rezaie, Sajad, et al.
Published: (2025)
by: Rezaie, Sajad, et al.
Published: (2025)
Conditional Diffusion-Based Point Cloud Imaging for UAV Position and Attitude Sensing
by: Dai, Xinhong, et al.
Published: (2026)
by: Dai, Xinhong, et al.
Published: (2026)
On autoregressive deep learning models for day-ahead wind power forecasting with irregular shutdowns due to redispatching
by: Meisenbacher, Stefan, et al.
Published: (2024)
by: Meisenbacher, Stefan, et al.
Published: (2024)
AI for Equitable Tennis Training: Leveraging AI for Equitable and Accurate Classification of Tennis Skill Levels and Training Phases
by: Gao, Gyanna, et al.
Published: (2024)
by: Gao, Gyanna, et al.
Published: (2024)
Anomaly Detection Utilizing a Riemann Metric for Robust Myoelectric Pattern Recognition
by: Hu, ZongYe, et al.
Published: (2024)
by: Hu, ZongYe, et al.
Published: (2024)
AI-Empowered RIS-Assisted Networks: CV-Enabled RIS Selection and DNN-Enabled Transmission
by: Hu, Conggang, et al.
Published: (2024)
by: Hu, Conggang, et al.
Published: (2024)
Similar Items
-
Dynamic Channel Charting: An LSTM-AE-based Approach
by: Gao, Yuan, 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) -
Towards channel foundation models (CFMs): Motivations, methodologies and opportunities
by: Jiang, Jun, 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)