Cover Image

RAG-driven Multi-Agent LLM Framework with Task Decomposition for Beyond 5G Auto-Configuration

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Sarıdaş, İrşat Emin, Salan, Onur, Görçin, Ali, Hokelek, Ibrahim, Çırpan, Hakan Ali
Format:	Preprint
Published:	2026
Subjects:	Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

RAG-Empowered LLM-Driven Dynamic Radio Resource Management in Open 6G RAN
by: Salan, Onur, et al.
Published: (2025)

A Practical Demonstration of DRL-Based Dynamic Resource Allocation xApp Using OpenAirInterface
by: Sever, Onur, et al.
Published: (2025)

RIS Meets O-RAN: A Practical Demonstration of Multi-user RIS Optimization through RIC
by: Sahin, Ali Fuat, et al.
Published: (2025)

Interference Modulation: A Novel Technique for Low-Rate and Power Efficient Multiple Access
by: Yagan, M. Yaser, et al.
Published: (2025)

RF Chain-Free mmWave Transmission: Modeling and Experimental Verification
by: Yağan, M. Yaser, et al.
Published: (2024)

Novel Deep Neural OFDM Receiver Architectures for LLR Estimation
by: Karakoca, Erhan, et al.
Published: (2025)

Joint Phase Shift Optimization and Precoder Selection for RIS-Assisted 5G NR MIMO Systems
by: Yilmaz, Osman Mert, et al.
Published: (2025)

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

Deep Semantic Segmentation for Multi-Source Localization Using Angle of Arrival Measurements
by: Nuhoglu, Mustafa Atahan, et al.
Published: (2025)

Practical Implementation of RIS-Aided Spectrum Sensing: A Deep Learning-Based Solution
by: Kayraklik, Sefa, et al.
Published: (2023)

Ray Tracing-Enabled Digital Twin for RIS Phase Optimization: Implementation and Experimental Validation
by: Karakelle, Ömer Lütfü, et al.
Published: (2026)

Time-Frequency Warped Waveforms for Well-Contained Massive Machine Type Communications
by: Ibrahim, Mostafa, et al.
Published: (2023)

ORIX: Orchestration of RIS with xApps for Smart Wireless Factory Environments
by: Kayraklik, Sefa, et al.
Published: (2025)

Radar-Assisted Beam Management Framework for mmWave NTNs: Overhead Reduction and Physical Layer Security Application
by: Bozkurt, Bora, et al.
Published: (2026)

Theoretical and Experimental Assessment of Large Beam Codebook at mmWave Devices: How Much is Enough?
by: Bozkurt, Bora, et al.
Published: (2025)

RFNoC-Based FPGA Offloading for Fully Programmable PHY Acceleration
by: Kislal, A. Oguz, et al.
Published: (2026)

On Outage Analysis of OTFS Based LEO-Satellite Systems With HAPS Relaying
by: Celebi, Burak Ahmet, et al.
Published: (2025)

RIS-Assisted Physical Layer Security: Artificial Noise-Driven Optimization and Measurements
by: Aktas, Ahmet Muaz, et al.
Published: (2025)

Rethinking NB-IoT Downlink Synchronization for LEO-NTN: A Novel Overhead Reduction Method and Measurement-Based Evaluation
by: Karakelle, Ömer Lütfü, et al.
Published: (2026)

Beam Codebook Refinement for mmWave Devices with Random Orientations: Concept and Experimental Validation
by: Bozkurt, Bora, et al.
Published: (2024)

RIS Optimization Algorithms for Urban Wireless Scenarios in Sionna RT
by: Güneşer, Ahmet Esad, et al.
Published: (2025)

ISAC-over-NTN: HAPS-UAV Framework for Post-Disaster Responsive 6G Networks
by: Ciloglu, Berk, et al.
Published: (2026)

N78 Frequency Band Modular RIS Design and Implementation
by: Kayraklık, Sefa, et al.
Published: (2025)

Fast Network Recovery from Large-Scale Disasters: A Resilient and Self-Organizing RAN Framework
by: Yagan, M. Yaser, et al.
Published: (2024)

Indoor Coverage Enhancement for RIS-Assisted Communication Systems: Practical Measurements and Efficient Grouping
by: Kayraklık, Sefa, et al.
Published: (2022)

Space-Time Coded RIS-Assisted Wireless Systems with Practical Reflection Models: Error Rate Analysis and Negative Moment-Based Optimization with Saddle Point Approximation
by: Yilmaz, Tayfun, et al.
Published: (2025)

LO-Free Receiver: Next-Gen Low-Power Joint Communication and Sensing
by: Gunel, Hasan Atalay, et al.
Published: (2026)

LO-Free Joint Communication and Sensing via Inter-Antenna Cross-Correlation and Graph-Based Spatial Phase Inference
by: Günel, Hasan Atalay, et al.
Published: (2026)

Performance Analysis of HAPS-RIS-Assisted MIMO Systems Under Phase-Dependent Amplitude Response Using Saddle Point Approximation
by: Yilmaz, Tayfun, et al.
Published: (2026)

RIDNet Assisted cGAN Based Channel Estimation for One-Bit ADC mmWave MIMO Systems
by: Karakoca, Erhan, et al.
Published: (2023)

Experimental Assessment of Misalignment Effects in Terahertz Communications
by: Nayir, Hasan, et al.
Published: (2023)

Dual Target-Mounted RISs-Assisted ISAC Against Eavesdropping and Malicious Interference
by: Yigit, Zehra, et al.
Published: (2025)

Adaptive Constellation Multiple Access for Beyond 5G Wireless Systems
by: Shakya, Indu L., et al.
Published: (2024)

Propagation and Rate-Aware Cell Switching Optimization in HAPS-Assisted Wireless Networks
by: Uluçınar, Mehmet Eren, et al.
Published: (2026)

Data driven approach for Outdoor Channel Prediction in 5G and Beyond
by: Babu, A. Sathi, et al.
Published: (2026)

Sensing the Environment with 5G Scattered Signals (5G-CommSense): A Feasibility Analysis
by: Jana, Sandip, et al.
Published: (2023)

Stochastic Fading Channel Models with Multiple Dominant Specular Components for 5G and Beyond
by: Romero-Jerez, Juan M., et al.
Published: (2019)

Joint Estimation of Multiple RF Impairments Using Deep Multi-Task Learning
by: Aygul, Mehmet Ali, et al.
Published: (2021)

Beyond Legacy OFDM: A Mobility-Adaptive Multi-Gear Framework for 6G
by: Marchese, Mauro, et al.
Published: (2026)

AI-Driven Digital Twins: Optimizing 5G/6G Network Slicing with NTNs
by: Ali, Afan, et al.
Published: (2025)