Imagen de Portada

PandORA: Automated Design and Comprehensive Evaluation of Deep Reinforcement Learning Agents for Open RAN

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Tsampazi, Maria, D'Oro, Salvatore, Polese, Michele, Bonati, Leonardo, Poitau, Gwenael, Healy, Michael, Alavirad, Mohammad, Melodia, Tommaso
Formato:	Preprint
Publicado:	2024
Materias:	Networking and Internet Architecture
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

PACIFISTA: Conflict Evaluation and Management in Open RAN
por: del Prever, Pietro Brach, et al.
Publicado: (2024)

AutoRAN: Automated and Zero-Touch Open RAN Systems
por: Maxenti, Stefano, et al.
Publicado: (2025)

ScalO-RAN: Energy-aware Network Intelligence Scaling in Open RAN
por: Maxenti, Stefano, et al.
Publicado: (2023)

On AI Verification in Open RAN
por: Soundrarajan, Rahul, et al.
Publicado: (2025)

Beyond Connectivity: An Open Architecture for AI-RAN Convergence in 6G
por: Polese, Michele, et al.
Publicado: (2025)

TailO-RAN: O-RAN Control on Scheduler Parameters to Tailor RAN Performance
por: Longhi, Nicolo, et al.
Publicado: (2025)

Twinning Commercial Network Traces on Experimental Open RAN Platforms
por: Bonati, Leonardo, et al.
Publicado: (2024)

5G-CT: Automated Deployment and Over-the-Air Testing of End-to-End Open Radio Access Networks
por: Bonati, Leonardo, et al.
Publicado: (2023)

AgentRAN: An Agentic AI Architecture for Autonomous Control of Open 6G Networks
por: Elkael, Maxime, et al.
Publicado: (2025)

MANATEE: A DevOps Platform for xApp Lifecycle Management and Testing in Open RAN
por: Montebugnoli, Sofia, et al.
Publicado: (2026)

TENORAN: Automating Fine-grained Energy Efficiency Profiling in Open RAN Systems
por: Shirkhani, Ravis, et al.
Publicado: (2026)

Securing O-RAN Open Interfaces
por: Groen, Joshua, et al.
Publicado: (2024)

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

CORMO-RAN: Lossless Migration of xApps in O-RAN
por: Calagna, Antonio, et al.
Publicado: (2025)

dApps: Enabling Real-Time AI-Based Open RAN Control
por: Lacava, Andrea, et al.
Publicado: (2025)

ORANSlice: An Open-Source 5G Network Slicing Platform for O-RAN
por: Cheng, Hai, et al.
Publicado: (2024)

Listen-While-Talking: Toward dApp-based Real-Time Spectrum Sharing in O-RAN
por: Gangula, Rajeev, et al.
Publicado: (2024)

Colosseum: The Open RAN Digital Twin
por: Polese, Michele, et al.
Publicado: (2024)

RANalyzer: Automated Continuous RAN Software Evaluation and Regression Analysis
por: Shirkhani, Ravis, et al.
Publicado: (2026)

Implementing and Evaluating Security in O-RAN: Interfaces, Intelligence, and Platforms
por: Groen, Joshua, et al.
Publicado: (2023)

Predicting Conflict Impact on Performance in O-RAN
por: del Prever, Pietro Brach, et al.
Publicado: (2026)

ARCHES: Adaptive Real-Time Switching of AI Models for the RAN
por: Santhi, Neagin Neasamoni, et al.
Publicado: (2026)

BLINC: Context-Specific Causal Learning for Automated RAN Configuration
por: Prasad, Reshma, et al.
Publicado: (2026)

DRL-based Latency-Aware Network Slicing in O-RAN with Time-Varying SLAs
por: Raftopoulos, Raoul, et al.
Publicado: (2024)

Satellite-Terrestrial Spectrum Sharing in FR3 through QoS-Aware Power Control and Spatial Nulling
por: Tsampazi, Maria, et al.
Publicado: (2026)

A Techno-Economic Framework for Cost Modeling and Revenue Opportunities in Open and Programmable AI-RAN
por: Gemmi, Gabriele, et al.
Publicado: (2026)

Enabling Deep Reinforcement Learning Research for Energy Saving in Open RAN
por: Bordin, Matteo, et al.
Publicado: (2026)

xDevSM: An Open-Source Framework for Portable, AI-Ready xApps Across Heterogeneous O-RAN Deployments
por: Feraudo, Angelo, et al.
Publicado: (2026)

SIA: Symbolic Interpretability for Anticipatory Deep Reinforcement Learning in Network Control
por: Jabbari, MohammadErfan, et al.
Publicado: (2026)

ALLSTaR: Automated LLM-Driven Scheduler Generation and Testing for Intent-Based RAN
por: Elkael, Maxime, et al.
Publicado: (2025)

VeriPHY: Physical Layer Signal Authentication for Wireless Communication in 5G Environments
por: Robinson, Clifton Paul, et al.
Publicado: (2025)

StormShield: Fingerprint-Based Detection and Mitigation of RRC Signaling Storms in O-RAN 5G RANs
por: Giustini, Noemi, et al.
Publicado: (2026)

Intent-based Radio Scheduler for RAN Slicing: Learning to deal with different network scenarios
por: Nahum, Cleverson, et al.
Publicado: (2025)

LibIQ: Toward Real-Time Spectrum Classification in O-RAN dApps
por: Olimpieri, Filippo, et al.
Publicado: (2025)

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

Design and Evaluation of Deep Reinforcement Learning for Energy Saving in Open RAN
por: Bordin, Matteo, et al.
Publicado: (2024)

InterfO-RAN: Real-Time In-band Cellular Uplink Interference Detection with GPU-Accelerated dApps
por: Santhi, Neagin Neasamoni, et al.
Publicado: (2025)

DeepSweep: Parallel and Scalable Spectrum Sensing via Convolutional Neural Networks
por: Robinson, Clifton Paul, et al.
Publicado: (2024)

Sharing Spectrum and Services in the 7-24 GHz Upper Midband
por: Testolina, Paolo, et al.
Publicado: (2024)

Optimizing and Managing Wireless Backhaul for Resilient Next-Generation Cellular Networks
por: Gemmi, Gabriele, et al.
Publicado: (2024)