Cover Image

Towards AI-Native Fronthaul: Neural Compression for NextG Cloud RAN

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Bian, Chenghong, Shao, Yulin, Gunduz, Deniz
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

Over-the-Air Learning-based Geometry Point Cloud Transmission
by: Bian, Chenghong, et al.
Published: (2023)

A Deep Joint Source-Channel Coding Scheme for Hybrid Mobile Multi-hop Networks
by: Bian, Chenghong, et al.
Published: (2024)

A Hybrid Joint Source-Channel Coding Scheme for Mobile Multi-hop Networks
by: Bian, Chenghong, et al.
Published: (2023)

Deep Joint Source-Channel Coding Over Cooperative Relay Networks
by: Bian, Chenghong, et al.
Published: (2022)

Point Cloud in the Air
by: Shao, Yulin, et al.
Published: (2024)

Process-and-Forward: Deep Joint Source-Channel Coding Over Cooperative Relay Networks
by: Bian, Chenghong, et al.
Published: (2024)

Eff-WRFGS: Efficient Wireless Radiance Field Using 3D Gaussian Splatting
by: Bian, Chenghong, et al.
Published: (2026)

Over-the-Air Inference over Multi-hop MIMO Networks
by: Bian, Chenghong, et al.
Published: (2025)

Implementing Neural Networks Over-the-Air via Reconfigurable Intelligent Surfaces
by: Hua, Meng, et al.
Published: (2025)

In-Context Learning for Deep Joint Source-Channel Coding Over MIMO Channels
by: Hua, Meng, et al.
Published: (2025)

Realizing Fully-Connected Layers Over the Air via Reconfigurable Intelligent Surfaces
by: Hua, Meng, et al.
Published: (2025)

O-RIS-ing: Evaluating RIS-Assisted NextG Open RAN
by: Tsampazi, Maria, et al.
Published: (2025)

LISAC: Learned Coded Waveform Design for ISAC with OFDM
by: Bian, Chenghong, et al.
Published: (2024)

A Novel CSI-RS Reporting Scheme for RIS Optimization in O-RAN-based NextG Networks
by: Sahin, Ali Fuat, et al.
Published: (2026)

CRC-Assisted Channel Codes for Integrated Passive Sensing and Communications
by: Bian, Chenghong, et al.
Published: (2024)

MIMO Channel as a Neural Function: Implicit Neural Representations for Extreme CSI Compression in Massive MIMO Systems
by: Wu, Haotian, et al.
Published: (2024)

Exploring O-RAN Compression Techniques in Decentralized Distributed MIMO Systems: Reducing Fronthaul Load
by: Rahmani, Mostafa, et al.
Published: (2025)

Beam Profiling and Beamforming Modeling for mmWave NextG Networks
by: Fathalla, Efat Samir, et al.
Published: (2024)

PhaseMO: A Universal Massive MIMO Architecture for Sustainable NextG
by: Heidari, Adel, et al.
Published: (2025)

Neural CSI Compression Fine-Tuning: Taming the Communication Cost of Model Updates
by: Sattari, Mehdi, et al.
Published: (2025)

Wireless-Fed Pinching-Antenna Systems (Wi-PASS) for NextG Wireless Networks
by: Wijewardhana, Kasun R., et al.
Published: (2025)

I-SCOUT: Integrated Sensing and Communications to Uncover Moving Targets in NextG Networks
by: Demir, Utku, et al.
Published: (2024)

NR-Surface: NextG-ready $μ$W-reconfigurable mmWave Metasurface
by: Kim, Minseok, et al.
Published: (2024)

Learning at the Speed of Wireless: Online Real-Time Learning for AI-Enabled MIMO in NextG
by: Xu, Jiarui, et al.
Published: (2024)

Cloud-Based Federation Framework and Prototype for Open, Scalable, and Shared Access to NextG and IoT Testbeds
by: McManus, Maxwell, et al.
Published: (2024)

Mobile Distributed MIMO (MD-MIMO) for NextG: Mobility Meets Cooperation in Distributed Arrays
by: Said, Karim A., et al.
Published: (2025)

Meta-Learning-Based Fronthaul Compression for Cloud Radio Access Networks
by: Qiao, Ruihua, et al.
Published: (2024)

Coexistence of Satellite-borne Passive Radiometry and Terrestrial NextG Wireless Networks in the Restricted L-Band
by: Koosha, Mohammad, et al.
Published: (2023)

Graph Neural Networks over the Air for Decentralized Tasks in Wireless Networks
by: Gao, Zhan, et al.
Published: (2023)

Relay-Assisted Activation-Integrated SIM for Wireless Physical Neural Networks
by: Hua, Meng, et al.
Published: (2026)

Unlocking the Energy-Saving Potential in O-RAN Cell-Free Massive MIMO by Joint Orchestration of Radio, Wireless Fronthaul, and Cloud Resources
by: Topal, Ozan Alp, et al.
Published: (2026)

Cell-Free Massive MIMO in O-RAN: Energy-Aware Joint Orchestration of Cloud, Fronthaul, and Radio Resources
by: Demir, Özlem Tuğfe, et al.
Published: (2023)

QR Approximation for Massive MIMO Fronthaul Compression
by: P, Aswathylakshmi, et al.
Published: (2019)

Pilot Allocation for Multi-Hop Over-the-Air Neural Inference under Imperfect CSI
by: Girici, Tolga, et al.
Published: (2026)

Realization of a Fully Connected Neural Layer Over-the-Air through Multi-hop Amplify-and-Forward Relays
by: Girici, Tolga, et al.
Published: (2026)

Green Resource Allocation in Cloud-Native O-RAN Enabled Small Cell Networks
by: Sohaib, Rana M., et al.
Published: (2024)

System-Level Experimental Evaluation of Reconfigurable Intelligent Surfaces for NextG Communication Systems
by: Tsampazi, Maria, et al.
Published: (2024)

Digital-Twin Empowered Deep Reinforcement Learning For Site-Specific Radio Resource Management in NextG Wireless Aerial Corridor
by: Tarafder, Pulok, et al.
Published: (2026)

Implicit Neural Compression of Point Clouds
by: Ruan, Hongning, et al.
Published: (2024)

Goal-Oriented and Semantic Communication in 6G AI-Native Networks: The 6G-GOALS Approach
by: Strinati, Emilio Calvanese, et al.
Published: (2024)